Awesome
entity-related-papers
TACL 2024
NER
EL
Entity Typing
Entity Representations / Embeddings
misc
ACL 2024 (2024/08/11 ~ 2024/08/16)
NER
- VerifiNER: Verification-augmented NER via Knowledge-grounded Reasoning with Large Language Models
- Hypergraph based Understanding for Document Semantic Entity Recognition
- DiFiNet: Boundary-Aware Semantic Differentiation and Filtration Network for Nested Named Entity Recognition
- Order-Agnostic Data Augmentation for Few-Shot Named Entity Recognition
- LIEDER: Linguistically-Informed Evaluation for Discourse Entity Recognition
- Guidance-Based Prompt Data Augmentation in Specialized Domains for Named Entity Recognition
- Boosting Textural NER with Synthetic Image and Instructive Alignment
- LLMs as Bridges: Reformulating Grounded Multimodal Named Entity Recognition
- Flexible Weight Tuning and Weight Fusion Strategies for Continual Named Entity Recognition
- Chinese Spoken Named Entity Recognition in Real-world Scenarios: Dataset and Approaches
- Rethinking Negative Instances for Generative Named Entity Recognition
- Improving the Robustness of Distantly-Supervised Named Entity Recognition via Uncertainty-Aware Teacher Learning and Student-Student Collaborative Learning
- Pushing the Limits of Low-Resource NER Using LLM Artificial Data Generation
- PPTSER: A Plug-and-Play Tag-guided Method for Few-shot Semantic Entity Recognition on Visually-rich Documents
- ProgGen: Generating Named Entity Recognition Datasets Step-by-step with Self-Reflexive Large Language Models
- WojoodNER 2024: The Second Arabic Named Entity Recognition Shared Task
- muNERa at WojoodNER 2024: Multi-tasking NER Approach
- Addax at WojoodNER 2024: Attention-Based Dual-Channel Neural Network for Arabic Named Entity Recognition
- Bangor University at WojoodNER 2024: Advancing Arabic Named Entity Recognition with CAMeLBERT-Mix
- mucAI at WojoodNER 2024: Arabic Named Entity Recognition with Nearest Neighbor Search
- REAL: A Retrieval-Augmented Entity Linking Approach for Biomedical Concept Recognition
- An end-to-end entity recognition and disambiguation framework for identifying Author Affiliation from literature publications
- Team Yseop at #SMM4H 2024: Multilingual Pharmacovigilance Named Entity Recognition and Relation Extraction
EL
- MELOV: Multimodal Entity Linking with Optimized Visual Features in Latent Space
- Optimal Transport Guided Correlation Assignment for Multimodal Entity Linking
- Trust in Internal or External Knowledge? Generative Multi-Modal Entity Linking with Knowledge Retriever
- Real World Conversational Entity Linking Requires More Than Zero-Shots
- ReLiK: Retrieve and LinK, Fast and Accurate Entity Linking and Relation Extraction on an Academic Budget
- Wiki-VEL: Visual Entity Linking for Structured Data on Wikimedia Commons
- Efficient Biomedical Entity Linking: Clinical Text Standardization with Low-Resource Techniques
- CLIMATELI: Evaluating Entity Linking on Climate Change Data
- Synthetic Context with LLM for Entity Linking from Scientific Tables
- Adversarial Learning for Multi-Lingual Entity Linking
Entity Typing
Entity Representations / Embeddings
misc
- Transitive Consistency Constrained Learning for Entity-to-Entity Stance Detection
- CopyNE: Better Contextual ASR by Copying Named Entities
- Progressively Modality Freezing for Multi-Modal Entity Alignment
- Unlocking the Power of Large Language Models for Entity Alignment
- ERA-CoT: Improving Chain-of-Thought through Entity Relationship Analysis
- Towards Better Graph-based Cross-document Relation Extraction via Non-bridge Entity Enhancement and Prediction Debiasing
- MIKE: A New Benchmark for Fine-grained Multimodal Entity Knowledge Editing
- LEIA: Facilitating Cross-lingual Knowledge Transfer in Language Models with Entity-based Data Augmentation
- Ranking Entities along Conceptual Space Dimensions with LLMs: An Analysis of Fine-Tuning Strategies
- Description Boosting for Zero-Shot Entity and Relation Classification
- Leveraging Entity Information for Cross-Modality Correlation Learning: The Entity-Guided Multimodal Summarization
- Addressing Entity Translation Problem via Translation Difficulty and Context Diversity
- RadGraph-XL: A Large-Scale Expert-Annotated Dataset for Entity and Relation Extraction from Radiology Reports
- Light Up the Shadows: Enhance Long-Tailed Entity Grounding with Concept-Guided Vision-Language Models
- On the Robustness of Document-Level Relation Extraction Models to Entity Name Variations
- Document-level Clinical Entity and Relation extraction via Knowledge Base-Guided Generation
- CID at RRG24: Attempting in a Conditionally Initiated Decoding of Radiology Report Generation with Clinical Entities
- Charles Locock, Lowcock or Lockhart? Offline Speech Translation: Test Suite for Named Entities
- HBUT at #SMM4H 2024 Task2: Cross-lingual Few-shot Medical Entity Extraction using a Large Language Model
- UKYNLP@SMM4H2024: Language Model Methods for Health Entity Tagging and Classification on Social Media (Tasks 4 & 5)
- Entity-Level Sentiment: More than the Sum of Its Parts
NAACL 2024 (2024/06/16 ~ 2024/06/21)
NER
- Named Entity Recognition Under Domain Shift via Metric Learning for Life Sciences
- Universal NER: A Gold-Standard Multilingual Named Entity Recognition Benchmark
- A Comprehensive Study of Gender Bias in Chemical Named Entity Recognition Models
- GLiNER: Generalist Model for Named Entity Recognition using Bidirectional Transformer
- SCANNER: Knowledge-Enhanced Approach for Robust Multi-modal Named Entity Recognition of Unseen Entities
- CNER: Concept and Named Entity Recognition
- Self-Improving for Zero-Shot Named Entity Recognition with Large Language Models
- Fine-tuning Pre-trained Named Entity Recognition Models For Indian Languages
- Search Query Refinement for Japanese Named Entity Recognition in E-commerce Domain
- Self-Cleaning: Improving a Named Entity Recognizer Trained on Noisy Data with a Few Clean Instances
- Building A German Clinical Named Entity Recognition System without In-domain Training Data
- A Privacy-Preserving Corpus for Occupational Health in Spanish: Evaluation for NER and Classification Tasks
EL
- Unified Examination of Entity Linking in Absence of Candidate Sets
- GenDecider: Integrating “None of the Candidates” Judgments in Zero-Shot Entity Linking Re-ranking
- REXEL: An End-to-end Model for Document-Level Relation Extraction and Entity Linking
- Leveraging Wikidata for Biomedical Entity Linking in a Low-Resource Setting: A Case Study for German
- Where on Earth Do Users Say They Are?: Geo-Entity Linking for Noisy Multilingual User Input
Entity Typing
Entity Representations / Embeddings
misc
- Entity Disambiguation via Fusion Entity Decoding
- Pre-trained Language Models for Entity Blocking: A Reproducibility Study
- Leveraging Contextual Information for Effective Entity Salience Detection
- TagDebias: Entity and Concept Tagging for Social Bias Mitigation in Pretrained Language Models
- Visual Enhanced Entity-Level Interaction Network for Multimodal Summarization
- HSE NLP Team at MEDIQA-CORR 2024 Task: In-Prompt Ensemble with Entities and Knowledge Graph for Medical Error Correction
- APE: Active Learning-based Tooling for Finding Informative Few-shot Examples for LLM-based Entity Matching
- Japanese Rule-based Grapheme-to-phoneme Conversion System and Multilingual Named Entity Dataset with International Phonetic Alphabet
LREC-COLING 2024 (2024/05/20 ~ 2024/05/25)
NER
- A Benchmark Evaluation of Clinical Named Entity Recognition in French
- A Corpus and Method for Chinese Named Entity Recognition in Manufacturing
- Active Learning Design Choices for NER with Transformers
- A Dataset for Named Entity Recognition and Entity Linking in Chinese Historical Newspapers
- An Effective Span-based Multimodal Named Entity Recognition with Consistent Cross-Modal Alignment
- A Novel Three-stage Framework for Few-shot Named Entity Recognition
- A Streamlined Span-based Factorization Method for Few Shot Named Entity Recognition
- Attack Named Entity Recognition by Entity Boundary Interference
- Conjoin after Decompose: Improving Few-Shot Performance of Named Entity Recognition
- Curation of Benchmark Templates for Measuring Gender Bias in Named Entity Recognition Models
- DANCER: Entity Description Augmented Named Entity Corrector for Automatic Speech Recognition
- Decompose, Prioritize, and Eliminate: Dynamically Integrating Diverse Representations for Multimodal Named Entity Recognition
- Deep Learning Based Named Entity Recognition Models for Recipes
- ELLEN: Extremely Lightly Supervised Learning for Efficient Named Entity Recognition
- Enhancing Distantly Supervised Named Entity Recognition with Strong Label Guided Lottery Training
- Exploring the Potential of Large Language Models (LLMs) for Low-resource Languages: A Study on Named-Entity Recognition (NER) and Part-Of-Speech (POS) Tagging for Nepali Language
- Few-Shot Multimodal Named Entity Recognition Based on Mutlimodal Causal Intervention Graph
- Few-shot Named Entity Recognition via Superposition Concept Discrimination
- Grounded Multimodal Procedural Entity Recognition for Procedural Documents: A New Dataset and Baseline
- Improving Chinese Named Entity Recognition with Multi-grained Words and Part-of-Speech Tags via Joint Modeling
- KCL: Few-shot Named Entity Recognition with Knowledge Graph and Contrastive Learning
- Know-Adapter: Towards Knowledge-Aware Parameter-Efficient Transfer Learning for Few-shot Named Entity Recognition
- Korean Bio-Medical Corpus (KBMC) for Medical Named Entity Recognition
- MNER-MI: A Multi-image Dataset for Multimodal Named Entity Recognition in Social Media
- MRC-based Nested Medical NER with Co-prediction and Adaptive Pre-training
- PolyNERE: A Novel Ontology and Corpus for Named Entity Recognition and Relation Extraction in Polymer Science Domain
- Sebastian, Basti, Wastl?! Recognizing Named Entities in Bavarian Dialectal Data
- TECA: A Two-stage Approach with Controllable Attention Soft Prompt for Few-shot Nested Named Entity Recognition
- ToNER: Type-oriented Named Entity Recognition with Generative Language Model
- Towards Few-shot Entity Recognition in Document Images: A Graph Neural Network Approach Robust to Image Manipulation
- UkraiNER: A New Corpus and Annotation Scheme towards Comprehensive Entity Recognition
- Unveiling Strengths and Weaknesses of NLP Systems Based on a Rich Evaluation Corpus: The Case of NER in French
- WkNER: Enhancing Named Entity Recognition with Word Segmentation Constraints and kNN Retrieval
- Combining Deep Learning Models and Lexical Linked Data: Some Insights from the Development of a Multilingual News Named Entity Recognition and Linking Dataset
- Repurposing Holocaust-Related Digital Scholarly Editions to Develop Multilingual Domain-Specific Named Entity Recognition Tools
- MSNER: A Multilingual Speech Dataset for Named Entity Recognition
- Too Young to NER: Improving Entity Recognition on Dutch Historical Documents
- Development of Robust NER Models and Named Entity Tagsets for Ancient Greek
- Bulgarian ParlaMint 4.0 corpus as a testset for Part-of-speech tagging and Named Entity Recognition
EL
- AnnoCTR: A Dataset for Detecting and Linking Entities, Tactics, and Techniques in Cyber Threat Reports
- Biomedical Entity Linking as Multiple Choice Question Answering
- Building MUSCLE, a Dataset for MUltilingual Semantic Classification of Links between Entities
- ChatEL: Entity Linking with Chatbots
- Generative Multimodal Entity Linking
- Linking Named Entities in Diderot’s Encyclopédie to Wikidata
- TED-EL: A Corpus for Speech Entity Linking
- Biomedical Entity Linking for Dutch: Fine-tuning a Self-alignment BERT Model on an Automatically Generated Wikipedia Corpus
- Towards Semantic Interoperability: Parallel Corpora as Linked Data Incorporating Named Entity Linking
- The dbpedia R Package: An Integrated Workflow for Entity Linking (for ParlaMint Corpora)
Entity Typing
Entity Representations / Embeddings
- Deriving Entity-Specific Embeddings from Multi-Entity Sequences
- Latent vs Explicit Knowledge Representation: How ChatGPT Answers Questions about Low-Frequency Entities
misc
- Aligning the Norwegian UD Treebank with Entity and Coreference Information
- Biomedical Concept Normalization over Nested Entities with Partial UMLS Terminology in Russian
- CARE: Co-Attention Network for Joint Entity and Relation Extraction
- Cross-lingual Named Entity Corpus for Slavic Languages
- Debiasing Multi-Entity Aspect-Based Sentiment Analysis with Norm-Based Data Augmentation
- Enriching a Time-Domain Astrophysics Corpus with Named Entity, Coreference and Astrophysical Relationship Annotations
- EROS:Entity-Driven Controlled Policy Document Summarization
- Extracting Biomedical Entities from Noisy Audio Transcripts
- Malaysian English News Decoded: A Linguistic Resource for Named Entity and Relation Extraction
- Mathematical Entities: Corpora and Benchmarks
- MCIL: Multimodal Counterfactual Instance Learning for Low-resource Entity-based Multimodal Information Extraction
- Medical Entity Disambiguation with Medical Mention Relation and Fine-grained Entity Knowledge
- ParaNames 1.0: Creating an Entity Name Corpus for 400+ Languages Using Wikidata
- PPORTAL_ner: An Annotated Corpus of Portuguese Literary Entities
- Topics as Entity Clusters: Entity-based Topics from Large Language Models and Graph Neural Networks
- TweetTER: A Benchmark for Target Entity Retrieval on Twitter without Knowledge Bases
- Evaluating LLMs for Temporal Entity Extraction from Pediatric Clinical Text in Rare Diseases Context
- Intent Detection and Entity Extraction from Biomedical Literature
- Towards Named-Entity and Coreference Annotation of the Hebrew Bible
- Towards the semantic annotation of SR-ELEXIS corpus: Insights into Multiword Expressions and Named Entities
- Deciphering Political Entity Sentiment in News with Large Language Models: Zero-Shot and Few-Shot Strategies
- Lateral Inversions, Word Form/Order, Unnamed Grammatical Entities and Ambiguities in the Constituency Parsing and Annotation of the Igala Syntax through the English Language
- Robust Guidance for Unsupervised Data Selection: Capturing Perplexing Named Entities for Domain-Specific Machine Translation
- Introducing NER-UK 2.0: A Rich Corpus of Named Entities for Ukrainian
- Entity Embellishment Mitigation in LLMs Output with Noisy Synthetic Dataset for Alignment
EACL 2024 (2024/03/17 ~ 2024/03/22)
NER
- Large-Scale Label Interpretation Learning for Few-Shot Named Entity Recognition
- Extending Off-the-shelf NER Systems to Personal Information Detection in Dialogues with a Virtual Agent: Findings from a Real-Life Use Case
- People and Places of the Past - Named Entity Recognition in Swedish Labour Movement Documents from Historical Sources
- Context-aware Adversarial Attack on Named Entity Recognition
- The Effects of Data Quality on Named Entity Recognition
EL
- Ameli: Enhancing Multimodal Entity Linking with Fine-Grained Attributes
- Entity Linking in the Job Market Domain
- Arukikata Travelogue Dataset with Geographic Entity Mention, Coreference, and Link Annotation
- Enriching the Metadata of Community-Generated Digital Content through Entity Linking: An Evaluative Comparison of State-of-the-Art Models
Entity Typing
Entity Representations / Embeddings
misc
- OpenPI2.0: An Improved Dataset for Entity Tracking in Texts
- Entity-level Factual Adaptiveness of Fine-tuning based Abstractive Summarization Models
- What Makes Medical Claims (Un)Verifiable? Analyzing Entity and Relation Properties for Fact Verification
- A RelEntLess Benchmark for Modelling Graded Relations between Named Entities
- GUMsley: Evaluating Entity Salience in Summarization for 12 English Genres
- Chem-FINESE: Validating Fine-Grained Few-shot Entity Extraction through Text Reconstruction
- Coreference in Long Documents using Hierarchical Entity Merging
- A GPT among Annotators: LLM-based Entity-Level Sentiment Annotation
- Different Tastes of Entities: Investigating Human Label Variation in Named Entity Annotations
TACL 2023
NER
EL
Entity Typing
Entity Representations / Embeddings
misc
CoNLL 2023 (2023/12/06 ~ 2023/12/07)
NER
EL
Entity Typing
Entity Representations / Embeddings
misc
EMNLP 2023 (2023/12/06 ~ 2023/12/10)
NER
- MProto: Multi-Prototype Network with Denoised Optimal Transport for Distantly Supervised Named Entity Recognition
- Enhancing Low-resource Fine-grained Named Entity Recognition by Leveraging Coarse-grained Datasets
- Towards Building More Robust NER datasets: An Empirical Study on NER Dataset Bias from a Dataset Difficulty View
- Toward a Critical Toponymy Framework for Named Entity Recognition: A Case Study of Airbnb in New York City
- SKD-NER: Continual Named Entity Recognition via Span-based Knowledge Distillation with Reinforcement Learning
- Taxonomy Expansion for Named Entity Recognition
- Log-FGAER: Logic-Guided Fine-Grained Address Entity Recognition from Multi-Turn Spoken Dialogue
- Empirical Study of Zero-Shot NER with ChatGPT
- Continual Named Entity Recognition without Catastrophic Forgetting
- CleanCoNLL: A Nearly Noise-Free Named Entity Recognition Dataset
- Learning to Rank Context for Named Entity Recognition Using a Synthetic Dataset
- Addressing NER Annotation Noises with Uncertainty-Guided Tree-Structured CRFs
- Biomedical Named Entity Recognition via Dictionary-based Synonym Generalization
- ScdNER: Span-Based Consistency-Aware Document-Level Named Entity Recognition
- Vision-Enhanced Semantic Entity Recognition in Document Images via Visually-Asymmetric Consistency Learning
- Does Named Entity Recognition Truly Not Scale Up to Real-world Product Attribute Extraction?
- BUSTER: a “BUSiness Transaction Entity Recognition” dataset
- MultiCoNER v2: a Large Multilingual dataset for Fine-grained and Noisy Named Entity Recognition
- Generalizing Few-Shot Named Entity Recognizers to Unseen Domains with Type-Related Features
- Prompting ChatGPT in MNER: Enhanced Multimodal Named Entity Recognition with Auxiliary Refined Knowledge
- In-context Learning for Few-shot Multimodal Named Entity Recognition
- NERetrieve: Dataset for Next Generation Named Entity Recognition and Retrieval
- 2INER: Instructive and In-Context Learning on Few-Shot Named Entity Recognition
- NERvous About My Health: Constructing a Bengali Medical Named Entity Recognition Dataset
- ESPVR: Entity Spans Position Visual Regions for Multimodal Named Entity Recognition
- Type-Aware Decomposed Framework for Few-Shot Named Entity Recognition
- Do “English” Named Entity Recognizers Work Well on Global Englishes?
- Adversarial Robustness for Large Language NER models using Disentanglement and Word Attributions
- Re-weighting Tokens: A Simple and Effective Active Learning Strategy for Named Entity Recognition
- Less than One-shot: Named Entity Recognition via Extremely Weak Supervision
- Alignment Precedes Fusion: Open-Vocabulary Named Entity Recognition as Context-Type Semantic Matching
- A Boundary Offset Prediction Network for Named Entity Recognition
- Causal Intervention-based Few-Shot Named Entity Recognition
- Cross-Dialectal Named Entity Recognition in Arabic
- Arabic Fine-Grained Entity Recognition
- WojoodNER 2023: The First Arabic Named Entity Recognition Shared Task
- Lotus at WojoodNER Shared Task: Multilingual Transformers: Unveiling Flat and Nested Entity Recognition
- AlexU-AIC at WojoodNER shared task: Sequence Labeling vs MRC and SWA for Arabic Named Entity Recognition
- UM6P & UL at WojoodNER shared task: Improving Multi-Task Learning for Flat and Nested Arabic Named Entity Recognition
- AlphaBrains at WojoodNER shared task: Arabic Named Entity Recognition by Using Character-based Context-Sensitive Word Representations
- LIPN at WojoodNER shared task: A Span-Based Approach for Flat and Nested Arabic Named Entity Recognition
- Alex-U 2023 NLP at WojoodNER shared task: AraBINDER (Bi-encoder for Arabic Named Entity Recognition)
- El-Kawaref at WojoodNER shared task: StagedNER for Arabic Named Entity Recognition
- How well ChatGPT understand Malaysian English? An Evaluation on Named Entity Recognition and Relation Extraction
- Improving NER Research Workflows with SeqScore
- nerblackbox: A High-level Library for Named Entity Recognition in Python
EL
- Instructed Language Models with Retrievers Are Powerful Entity Linkers
- S2abEL: A Dataset for Entity Linking from Scientific Tables
- Controllable Contrastive Generation for Multilingual Biomedical Entity Linking
- A Fair and In-Depth Evaluation of Existing End-to-End Entity Linking Systems
- Polar Ducks and Where to Find Them: Enhancing Entity Linking with Duck Typing and Polar Box Embeddings
- SpEL: Structured Prediction for Entity Linking
- BioFEG: Generate Latent Features for Biomedical Entity Linking
- Revisiting Sparse Retrieval for Few-shot Entity Linking
- A Comprehensive Evaluation of Biomedical Entity Linking Models
- Selecting Key Views for Zero-Shot Entity Linking
- A Read-and-Select Framework for Zero-shot Entity Linking
- mReFinED: An Efficient End-to-End Multilingual Entity Linking System
Entity Typing
- Multi-view Contrastive Learning for Entity Typing over Knowledge Graphs
- Learning to Correct Noisy Labels for Fine-Grained Entity Typing via Co-Prediction Prompt Tuning
- Ultra-Fine Entity Typing with Prior Knowledge about Labels: A Simple Clustering Based Strategy
- Incorporating Object-Level Visual Context for Multimodal Fine-Grained Entity Typing
- Calibrated Seq2seq Models for Efficient and Generalizable Ultra-fine Entity Typing
- Do Language Models Learn about Legal Entity Types during Pretraining?
Entity Representations / Embeddings
misc
- Post-hoc Utterance Refining Method by Entity Mining for Faithful Knowledge Grounded Conversations
- EDIS: Entity-Driven Image Search over Multimodal Web Content
- EntSUMv2: Dataset, Models and Evaluation for More Abstractive Entity-Centric Summarization
- Joint Entity and Relation Extraction with Span Pruning and Hypergraph Neural Networks
- FinEntity: Entity-level Sentiment Classification for Financial Texts
- E2E Spoken Entity Extraction for Virtual Agents
- MixTEA: Semi-supervised Entity Alignment with Mixture Teaching
- Multi-Modal Knowledge Graph Transformer Framework for Multi-Modal Entity Alignment
- BiSPN: Generating Entity Set and Relation Set Coherently in One Pass
- CoVariance-based Causal Debiasing for Entity and Relation Extraction
- Ask To The Point: Open-Domain Entity-Centric Question Generation
- impact of sample selection on in-context learning for entity extraction from scientific writing
- Explore the Way: Exploring Reasoning Path by Bridging Entities for Effective Cross-Document Relation Extraction
- KEPLET: Knowledge-Enhanced Pretrained Language Model with Topic Entity Awareness
- Entity Disambiguation on a Tight Labeling Budget
- Coherent Entity Disambiguation via Modeling Topic and Categorical Dependency
- GSAP-NER: A Novel Task, Corpus, and Baseline for Scholarly Entity Extraction Focused on Machine Learning Models and Datasets
- Show, Write, and Retrieve: Entity-aware Article Generation and Retrieval
- EARA: Improving Biomedical Semantic Textual Similarity with Entity-Aligned Attention and Retrieval Augmentation
- On Task-personalized Multimodal Few-shot Learning for Visually-rich Document Entity Retrieval
- Entity-Based Evaluation of Political Bias in Automatic Summarization
- Robustness of Named-Entity Replacements for In-Context Learning
- EconBERTa: Towards Robust Extraction of Named Entities in Economics
- PIVOINE: Instruction Tuning for Open-world Entity Profiling
- A Causal View of Entity Bias in (Large) Language Models
- VER: Unifying Verbalizing Entities and Relations
- Mitigating Intrinsic Named Entity-Related Hallucinations of Abstractive Text Summarization
- How Fragile is Relation Extraction under Entity Replacements?
- Integrated Annotation of Event Structure, Object States, and Entity Coreference
- McGill at CRAC 2023: Multilingual Generalization of Entity-Ranking Coreference Resolution Models
- Empowering a Metric with LLM-assisted Named Entity Annotation: HW-TSC’s Submission to the WMT23 Metrics Shared Task
IJCNLP-AACL 2023 (2023/11/01 ~ 2023/11/04)
NER
- Analysing Cross-Lingual Transfer in Low-Resourced African Named Entity Recognition
- WRF: Weighted Rouge-F1 Metric for Entity Recognition
- Named Entity Recognition via Machine Reading Comprehension: A Multi-Task Learning Approach
- Few-shot Named Entity Recognition with Supported and Dependent Label Representations
- Developing a Named Entity Recognition Dataset for Tagalog
- NanoNER: Named Entity Recognition for Nanobiology Using Experts’ Knowledge and Distant Supervision
EL
Entity Typing
Entity Representations / Embeddings
misc
ACL 2023 (2023/07/09 ~ 2023/07/14)
NER
- Why Aren’t We NER Yet? Artifacts of ASR Errors in Named Entity Recognition in Spontaneous Speech Transcripts
- DiffusionNER: Boundary Diffusion for Named Entity Recognition
- Improving Self-training for Cross-lingual Named Entity Recognition with Contrastive and Prototype Learning
- MANNER: A Variational Memory-Augmented Model for Cross Domain Few-Shot Named Entity Recognition
- CoLaDa: A Collaborative Label Denoising Framework for Cross-lingual Named Entity Recognition
- When and how to paraphrase for named entity recognition?
- Automatic Creation of Named Entity Recognition Datasets by Querying Phrase Representations
- Grounded Multimodal Named Entity Recognition on Social Media
- PromptNER: Prompt Locating and Typing for Named Entity Recognition
- Learning In-context Learning for Named Entity Recognition
- Improving Low-resource Named Entity Recognition with Graph Propagated Data Augmentation
- Split-NER: Named Entity Recognition via Two Question-Answering-based Classifications
- The Role of Global and Local Context in Named Entity Recognition
- Debiasing Generative Named Entity Recognition by Calibrating Sequence Likelihood
- An Embarrassingly Easy but Strong Baseline for Nested Named Entity Recognition
- Zshot: An Open-source Framework for Zero-Shot Named Entity Recognition and Relation Extraction
- Theoretical Linguistics Rivals Embeddings in Language Clustering for Multilingual Named Entity Recognition
- NAG-NER: a Unified Non-Autoregressive Generation Framework for Various NER Tasks
- A Confidence-based Partial Label Learning Model for Crowd-Annotated Named Entity Recognition
- E-NER: Evidential Deep Learning for Trustworthy Named Entity Recognition
- Focusing, Bridging and Prompting for Few-shot Nested Named Entity Recognition
- PRAM: An End-to-end Prototype-based Representation Alignment Model for Zero-resource Cross-lingual Named Entity Recognition
- Task-adaptive Label Dependency Transfer for Few-shot Named Entity Recognition
- Exploiting Hierarchically Structured Categories in Fine-grained Chinese Named Entity Recognition
- Improving Named Entity Recognition via Bridge-based Domain Adaptation
- SANTA: Separate Strategies for Inaccurate and Incomplete Annotation Noise in Distantly-Supervised Named Entity Recognition
- Coarse-to-fine Few-shot Learning for Named Entity Recognition
- Sampling Better Negatives for Distantly Supervised Named Entity Recognition
- Type Enhanced BERT for Correcting NER Errors
- Federated Domain Adaptation for Named Entity Recognition via Distilling with Heterogeneous Tag Sets
- Entity-to-Text based Data Augmentation for various Named Entity Recognition Tasks
- Noise-Robust Training with Dynamic Loss and Contrastive Learning for Distantly-Supervised Named Entity Recognition
- Deep Span Representations for Named Entity Recognition
- A Class-Rebalancing Self-Training Framework for Distantly-Supervised Named Entity Recognition
- Towards the First Named Entity Recognition of Inuktitut for an Improved Machine Translation
- Comparing and combining some popular NER approaches on Biomedical tasks
- BIOptimus: Pre-training an Optimal Biomedical Language Model with Curriculum Learning for Named Entity Recognition
- A Meta-dataset of German Medical Corpora: Harmonization of Annotations and Cross-corpus NER Evaluation
- Cross-domain German Medical Named Entity Recognition using a Pre-Trained Language Model and Unified Medical Semantic Types
- UMLS-KGI-BERT: Data-Centric Knowledge Integration in Transformers for Biomedical Entity Recognition
- Transfer Learning for Low-Resource Clinical Named Entity Recognition
- A Multilingual Evaluation of NER Robustness to Adversarial Inputs
- Samsung Research China - Beijing at SemEval-2023 Task 2: An AL-R Model for Multilingual Complex Named Entity Recognition
- RGAT at SemEval-2023 Task 2: Named Entity Recognition Using Graph Attention Network
- TeamUnibo at SemEval-2023 Task 6: A transformer based approach to Rhetorical Roles prediction and NER in Legal Texts
- RIGA at SemEval-2023 Task 2: NER Enhanced with GPT-3
- VTCC-NER at SemEval-2023 Task 6: An Ensemble Pre-trained Language Models for Named Entity Recognition
- LLM-RM at SemEval-2023 Task 2: Multilingual Complex NER Using XLM-RoBERTa
- Sartipi-Sedighin at SemEval-2023 Task 2: Fine-grained Named Entity Recognition with Pre-trained Contextual Language Models and Data Augmentation from Wikipedia
- SRCB at SemEval-2023 Task 2: A System of Complex Named Entity Recognition with External Knowledge
- PAI at SemEval-2023 Task 2: A Universal System for Named Entity Recognition with External Entity Information
- IITD at SemEval-2023 Task 2: A Multi-Stage Information Retrieval Approach for Fine-Grained Named Entity Recognition
- L3I++ at SemEval-2023 Task 2: Prompting for Multilingual Complex Named Entity Recognition
- garNER at SemEval-2023: Simplified Knowledge Augmentation for Multilingual Complex Named Entity Recognition
- D2KLab at SemEval-2023 Task 2: Leveraging T-NER to Develop a Fine-Tuned Multilingual Model for Complex Named Entity Recognition
- MEERQAT-IRIT at SemEval-2023 Task 2: Leveraging Contextualized Tag Descriptors for Multilingual Named Entity Recognition
- NetEase.AI at SemEval-2023 Task 2: Enhancing Complex Named Entities Recognition in Noisy Scenarios via Text Error Correction and External Knowledge
- Janko at SemEval-2023 Task 2: Bidirectional LSTM Model Based on Pre-training for Chinese Named Entity Recognition
- FII_Better at SemEval-2023 Task 2: MultiCoNER II Multilingual Complex Named Entity Recognition
- Minanto at SemEval-2023 Task 2: Fine-tuning XLM-RoBERTa for Named Entity Recognition on English Data
- SAB at SemEval-2023 Task 2: Does Linguistic Information Aid in Named Entity Recognition?
- NLPeople at SemEval-2023 Task 2: A Staged Approach for Multilingual Named Entity Recognition
- IXA/Cogcomp at SemEval-2023 Task 2: Context-enriched Multilingual Named Entity Recognition Using Knowledge Bases
- MLlab4CS at SemEval-2023 Task 2: Named Entity Recognition in Low-resource Language Bangla Using Multilingual Language Models
- PoliToHFI at SemEval-2023 Task 6: Leveraging Entity-Aware and Hierarchical Transformers For Legal Entity Recognition and Court Judgment Prediction
- KDDIE at SemEval-2023 Task 2: External Knowledge Injection for Named Entity Recognition
- Billie-Newman at SemEval-2023 Task 5: Clickbait Classification and Question Answering with Pre-Trained Language Models, Named Entity Recognition and Rule-Based Approaches
- YNUNLP at SemEval-2023 Task 2: The Pseudo Twin Tower Pre-training Model for Chinese Named Entity Recognition
- Jus Mundi at SemEval-2023 Task 6: Using a Frustratingly Easy Domain Adaption for a Legal Named Entity Recognition System
- CodeNLP at SemEval-2023 Task 2: Data Augmentation for Named Entity Recognition by Combination of Sequence Generation Strategies
- VBD_NLP at SemEval-2023 Task 2: Named Entity Recognition Systems Enhanced by BabelNet and Wikipedia
- CAIR-NLP at SemEval-2023 Task 2: A Multi-Objective Joint Learning System for Named Entity Recognition
- DAMO-NLP at SemEval-2023 Task 2: A Unified Retrieval-augmented System for Multilingual Named Entity Recognition
- Ertim at SemEval-2023 Task 2: Fine-tuning of Transformer Language Models and External Knowledge Leveraging for NER in Farsi, English, French and Chinese
- SemEval-2023 Task 2: Fine-grained Multilingual Named Entity Recognition (MultiCoNER 2)
- MANER: Mask Augmented Named Entity Recognition for Extreme Low-Resource Languages
EL
- Comparative evaluation of boundary-relaxed annotation for Entity Linking performance
- Towards Better Entity Linking with Multi-View Enhanced Distillation
- Direct Fact Retrieval from Knowledge Graphs without Entity Linking
- Benchmarking Diverse-Modal Entity Linking with Generative Models
- Learn to Not Link: Exploring NIL Prediction in Entity Linking
- Exploring Partial Knowledge Base Inference in Biomedical Entity Linking
- On the Surprising Effectiveness of Name Matching Alone in Autoregressive Entity Linking
Entity Typing
- From Ultra-Fine to Fine: Fine-tuning Ultra-Fine Entity Typing Models to Fine-grained
- Recall, Expand, and Multi-Candidate Cross-Encode: Fast and Accurate Ultra-Fine Entity Typing
- Denoising Enhanced Distantly Supervised Ultrafine Entity Typing
- Biomedical Relation Extraction with Entity Type Markers and Relation-specific Question Answering
Entity Representations / Embeddings
misc
- Entity Tracking in Language Models
- Early Discovery of Disappearing Entities in Microblogs
- Can LMs Learn New Entities from Descriptions? Challenges in Propagating Injected Knowledge
- Learning “O” Helps for Learning More: Handling the Unlabeled Entity Problem for Class-incremental NER
- Rethinking Multimodal Entity and Relation Extraction from a Translation Point of View
- Do CoNLL-2003 Named Entity Taggers Still Work Well in 2023?
- Factual or Contextual? Disentangling Error Types in Entity Description Generation
- Naamapadam: A Large-Scale Named Entity Annotated Data for Indic Languages
- A Novel Table-to-Graph Generation Approach for Document-Level Joint Entity and Relation Extraction
- Resolving Indirect Referring Expressions for Entity Selection
- QUEST: A Retrieval Dataset of Entity-Seeking Queries with Implicit Set Operations
- Jointprop: Joint Semi-supervised Learning for Entity and Relation Extraction with Heterogeneous Graph-based Propagation
- Table and Image Generation for Investigating Knowledge of Entities in Pre-trained Vision and Language Models
- Riveter: Measuring Power and Social Dynamics Between Entities
- Entity Contrastive Learning in a Large-Scale Virtual Assistant System
- Automatic Named Entity Obfuscation in Speech
- Extract and Attend: Improving Entity Translation in Neural Machine Translation
- Parallel Data Helps Neural Entity Coreference Resolution
- A Fused Gromov-Wasserstein Framework for Unsupervised Knowledge Graph Entity Alignment
- QueryForm: A Simple Zero-shot Form Entity Query Framework
- DSP: Discriminative Soft Prompts for Zero-Shot Entity and Relation Extraction
- ECG-QALM: Entity-Controlled Synthetic Text Generation using Contextual Q&A for NER
- RHGN: Relation-gated Heterogeneous Graph Network for Entity Alignment in Knowledge Graphs
- From Alignment to Entailment: A Unified Textual Entailment Framework for Entity Alignment
- Learning to Leverage High-Order Medical Knowledge Graph for Joint Entity and Relation Extraction
- The Coreference under Transformation Labeling Dataset: Entity Tracking in Procedural Texts Using Event Models
- People and Places of Historical Europe: Bootstrapping Annotation Pipeline and a New Corpus of Named Entities in Late Medieval Texts
- DISTANT: Distantly Supervised Entity Span Detection and Classification
- Large Language Models as Instructors: A Study on Multilingual Clinical Entity Extraction
- ISIKSumm at BioLaySumm Task 1: BART-based Summarization System Enhanced with Bio-Entity Labels
- Entity Coreference and Co-occurrence Aware Argument Mining from Biomedical Literature
- Entity-based SpanCopy for Abstractive Summarization to Improve the Factual Consistency
- Knowledge Base Completion for Long-Tail Entities
- CoSiNES: Contrastive Siamese Network for Entity Standardization
- Ginn-Khamov at SemEval-2023 Task 6, Subtask B: Legal Named Entities Extraction for Heterogenous Documents
- Legal_try at SemEval-2023 Task 6: Voting Heterogeneous Models for Entities identification in Legal Documents
- Minimalist Entity Disambiguation for Mid-Resource Languages
- Identifying Visual Depictions of Animate Entities in Narrative Comics: An Annotation Study
EACL 2023 (2023/05/02 ~ 2023/05/06)
NER
- A Human Subject Study of Named Entity Recognition in Conversational Music Recommendation Queries
- Span-based Named Entity Recognition by Generating and Compressing Information
- Towards a Unified Multi-Domain Multilingual Named Entity Recognition Model
- Can Synthetic Text Help Clinical Named Entity Recognition? A Study of Electronic Health Records in French
- AutoTriggER: Label-Efficient and Robust Named Entity Recognition with Auxiliary Trigger Extraction
- Self-Adaptive Named Entity Recognition by Retrieving Unstructured Knowledge
- Improving and Simplifying Template-Based Named Entity Recognition
- Named Entity Recognition in a Very Homogenous Domain
- Named Entity Recognition for Low-Resource Languages - Profiting from Language Families
- Analysis of Transfer Learning for Named Entity Recognition in South-Slavic Languages
- WikiGoldSK: Annotated Dataset, Baselines and Few-Shot Learning Experiments for Slovak Named Entity Recognition
- Exploring the Use of Foundation Models for Named Entity Recognition and Lemmatization Tasks in Slavic Languages
- Slav-NER: the 4th Cross-lingual Challenge on Recognition, Normalization, Classification, and Linking of Named Entities across Slavic languages
- Detecting intersectionality in NER models: A data-driven approach
EL
Entity Typing
Entity Representations / Embeddings
misc
- Entity Tracking via Effective Use of Multi-Task Learning Model and Mention-guided Decoding
- Entity Disambiguation with Entity Definitions
- Shorten the Long Tail for Rare Entity and Event Extraction
- ZELDA: A Comprehensive Benchmark for Supervised Entity Disambiguation
- Characterizing the Entities in Harmful Memes: Who is the Hero, the Villain, the Victim?
- Modeling Complex Event Scenarios via Simple Entity-focused Questions
- Entity-Aware Dual Co-Attention Network for Fake News Detection
- Causal Reasoning of Entities and Events in Procedural Texts
- Open Information Extraction with Entity Focused Constraints
- Intent Identification and Entity Extraction for Healthcare Queries in Indic Languages
- Target Two Birds With One SToNe: Entity-Level Sentiment and Tone Analysis in Croatian News Headlines
- An Entity-based Claim Extraction Pipeline for Real-world Biomedical Fact-checking
- “Who is the Madonna of Italian-American Literature?”: Target Entity Extraction and Analysis of Vossian Antonomasia
- Named Entity Annotation Projection Applied to Classical Languages
TACL 2022
NER
EL
Entity Typing
Entity Representations / Embeddings
misc
CoNLL 2022 (2022/12/07 ~ 2022/12/08)
NER
EL
Entity Typing
Entity Representations / Embeddings
misc
EMNLP 2022 (2022/12/07 ~ 2022/12/11)
NER
- Style Transfer as Data Augmentation: A Case Study on Named Entity Recognition
- SetGNER: General Named Entity Recognition as Entity Set Generation
- SpanProto: A Two-stage Span-based Prototypical Network for Few-shot Named Entity Recognition
- Distilling Causal Effect from Miscellaneous Other-Class for Continual Named Entity Recognition
- Hardness-guided domain adaptation to recognise biomedical named entities under low-resource scenarios
- MasakhaNER 2.0: Africa-centric Transfer Learning for Named Entity Recognition
- Wider & Closer: Mixture of Short-channel Distillers for Zero-shot Cross-lingual Named Entity Recognition
- Simple Questions Generate Named Entity Recognition Datasets
- A Span-based Multimodal Variational Autoencoder for Semi-supervised Multimodal Named Entity Recognition
- Attention and Edge-Label Guided Graph Convolutional Networks for Named Entity Recognition
- ConNER: Consistency Training for Cross-lingual Named Entity Recognition
- SLICER: Sliced Fine-Tuning for Low-Resource Cross-Lingual Transfer for Named Entity Recognition
- Named Entity Recognition in Industrial Tables using Tabular Language Models
- Biomedical NER for the Enterprise with Distillated BERN2 and the Kazu Framework
- CROP: Zero-shot Cross-lingual Named Entity Recognition with Multilingual Labeled Sequence Translation
- TransAdv: A Translation-based Adversarial Learning Framework for Zero-Resource Cross-Lingual Named Entity Recognition
- Reconciliation of Pre-trained Models and Prototypical Neural Networks in Few-shot Named Entity Recognition
- DualNER: A Dual-Teaching framework for Zero-shot Cross-lingual Named Entity Recognition
- Formulating Few-shot Fine-tuning Towards Language Model Pre-training: A Pilot Study on Named Entity Recognition
- Entity-level Interaction via Heterogeneous Graph for Multimodal Named Entity Recognition
- AdaK-NER: An Adaptive Top-K Approach for Named Entity Recognition with Incomplete Annotations
- Assessing the Limits of Straightforward Models for Nested Named Entity Recognition in Spanish Clinical Narratives
- Towards Improved Distantly Supervised Multilingual Named-Entity Recognition for Tweets
- Named Entity Recognition in Indian court judgments
- E-NER — An Annotated Named Entity Recognition Corpus of Legal Text
- Legal Named Entity Recognition with Multi-Task Domain Adaptation
- Named Entity Recognition as Structured Span Prediction
- Global Span Selection for Named Entity Recognition
- SI2M & AIOX Labs at WANLP 2022 Shared Task: Propaganda Detection in Arabic, A Data Augmentation and Name Entity Recognition Approach
EL
- Unsupervised Entity Linking with Guided Summarization and Multiple-Choice Selection
- ELEVANT: A Fully Automatic Fine-Grained Entity Linking Evaluation and Analysis Tool
- Knowledge-Rich Self-Supervision for Biomedical Entity Linking
- Faithful to the Document or to the World? Mitigating Hallucinations via Entity-Linked Knowledge in Abstractive Summarization
- Visual Named Entity Linking: A New Dataset and A Baseline
- Proxy-based Zero-Shot Entity Linking by Effective Candidate Retrieval
- Zero-shot Cross-Language Transfer of Monolingual Entity Linking Models
Entity Typing
- A Good Neighbor, A Found Treasure: Mining Treasured Neighbors for Knowledge Graph Entity Typing
- Generative Entity Typing with Curriculum Learning
- Transformer-based Entity Typing in Knowledge Graphs
- Modeling Label Correlations for Ultra-Fine Entity Typing with Neural Pairwise Conditional Random Field
- Does Your Model Classify Entities Reasonably? Diagnosing and Mitigating Spurious Correlations in Entity Typing
- Prompt-learning for Fine-grained Entity Typing
Entity Representations / Embeddings
- SpaBERT: A Pretrained Language Model from Geographic Data for Geo-Entity Representation
- Entity Embedding Completion for Wide-Coverage Entity Disambiguation
- Intermediate Entity-based Sparse Interpretable Representation Learning
- Probing the representations of named entities in Transformer-based Language Models
misc
- Guiding Neural Entity Alignment with Compatibility
- A Unified Encoder-Decoder Framework with Entity Memory
- LightEA: A Scalable, Robust, and Interpretable Entity Alignment Framework via Three-view Label Propagation
- Entity Extraction in Low Resource Domains with Selective Pre-training of Large Language Models
- EvEntS ReaLM: Event Reasoning of Entity States via Language Models
- DEER: Descriptive Knowledge Graph for Explaining Entity Relationships
- Learning Inter-Entity-Interaction for Few-Shot Knowledge Graph Completion
- Entity-Focused Dense Passage Retrieval for Outside-Knowledge Visual Question Answering
- EDIN: An End-to-end Benchmark and Pipeline for Unknown Entity Discovery and Indexing
- Semantic Novelty Detection and Characterization in Factual Text Involving Named Entities
- Learning Cross-Task Dependencies for Joint Extraction of Entities, Events, Event Arguments, and Relations
- Entity-centered Cross-document Relation Extraction
- Generative Entity-to-Entity Stance Detection with Knowledge Graph Augmentation
- CDialog: A Multi-turn Covid-19 Conversation Dataset for Entity-Aware Dialog Generation
- Entity-level Sentiment Analysis in Contact Center Telephone Conversations
- A Comprehensive Evaluation of Biomedical Entity-centric Search
- Multimodal Knowledge Learning for Named Entity Disambiguation
- Combinatory Grammar Tells Underlying Relevance among Entities
- Named Entity and Relation Extraction with Multi-Modal Retrieval
- Adaptive Graph Convolutional Network for Knowledge Graph Entity Alignment
- EntityCS: Improving Zero-Shot Cross-lingual Transfer with Entity-Centric Code Switching
- Improving Few-Shot Domain Transfer for Named Entity Disambiguation with Pattern Exploitation
- A Multilingual Bag-of-Entities Model for Zero-Shot Cross-Lingual Text Classification
- CLSE: Corpus of Linguistically Significant Entities
- Factual Error Correction for Abstractive Summaries Using Entity Retrieval
- Distinguishing between focus and background entities in biomedical corpora using discourse structure and transformers
- Entity Retrieval from Multilingual Knowledge Graphs
- Enhancing Crisis-Related Tweet Classification with Entity-Masked Language Modeling and Multi-Task Learning
- CAraNER: The COVID-19 Arabic Named Entity Corpus
- ArabIE: Joint Entity, Relation and Event Extraction for Arabic
AACL-IJCNLP 2022 (2022/11/20 ~ 2022/11/23)
NER
- Named Entity Recognition in Twitter: A Dataset and Analysis on Short-Term Temporal Shifts
- Integration of Named Entity Recognition and Sentence Segmentation on Ancient Chinese based on Siku-BERT
- Detecting Entities in the Astrophysics Literature: A Comparison of Word-based and Span-based Entity Recognition Methods
- TDAC, The First Corpus in Time-Domain Astrophysics: Analysis and First Experiments on Named Entity Recognition
EL
Entity Typing
Entity Representations / Embeddings
misc
- Multimodal Generation of Radiology Reports using Knowledge-Grounded Extraction of Entities and Relations
- NERDz: A Preliminary Dataset of Named Entities for Algerian
- Extractive Entity-Centric Summarization as Sentence Selection using Bi-Encoders
- An Empirical Study of Pipeline vs. Joint approaches to Entity and Relation Extraction
- Overview of the First Shared Task on Detecting Entities in the Astrophysics Literature (DEAL)
- TELIN: Table Entity LINker for Extracting Leaderboards from Machine Learning Publications
- Astro-mT5: Entity Extraction from Astrophysics Literature using mT5 Language Model
- A Majority Voting Strategy of a SciBERT-based Ensemble Models for Detecting Entities in the Astrophysics Literature (Shared Task)
COLING 2022 (2022/10/12 ~ 2022/10/17)
NER
- Few-shot Named Entity Recognition with Entity-level Prototypical Network Enhanced by Dispersedly Distributed Prototypes
- Prompt-based Text Entailment for Low-Resource Named Entity Recognition
- Two Languages Are Better than One: Bilingual Enhancement for Chinese Named Entity Recognition
- Flat Multi-modal Interaction Transformer for Named Entity Recognition
- Simple Yet Powerful: An Overlooked Architecture for Nested Named Entity Recognition
- LightNER: A Lightweight Tuning Paradigm for Low-resource NER via Pluggable Prompting
- Domain-Specific NER via Retrieving Correlated Samples
- Nested Named Entity Recognition as Corpus Aware Holistic Structure Parsing
- COPNER: Contrastive Learning with Prompt Guiding for Few-shot Named Entity Recognition
- SEE-Few: Seed, Expand and Entail for Few-shot Named Entity Recognition
- A Data-driven Approach to Named Entity Recognition for Early Modern French
- Tafsir Dataset: A Novel Multi-Task Benchmark for Named Entity Recognition and Topic Modeling in Classical Arabic Literature
- MultiCoNER: A Large-scale Multilingual Dataset for Complex Named Entity Recognition
- Applying Natural Annotation and Curriculum Learning to Named Entity Recognition for Under-Resourced Languages
- FactMix: Using a Few Labeled In-domain Examples to Generalize to Cross-domain Named Entity Recognition
- Syntax-driven Data Augmentation for Named Entity Recognition
- Named Entity Recognition Based Automatic Generation of Research Highlights
- CLaCLab at SocialDisNER: Using Medical Gazetteers for Named-Entity Recognition of Disease Mentions in Spanish Tweets
- FRE at SocialDisNER: Joint Learning of Language Models for Named Entity Recognition
- Romanian micro-blogging named entity recognition including health-related entities
- An Effective, Performant Named Entity Recognition System for Noisy Business Telephone Conversation Transcripts
- “Kanglish alli names!” Named Entity Recognition for Kannada-English Code-Mixed Social Media Data
EL
- Find the Funding: Entity Linking with Incomplete Funding Knowledge Bases
- Improving Zero-Shot Entity Linking Candidate Generation with Ultra-Fine Entity Type Information
- Multilevel Hypernode Graphs for Effective and Efficient Entity Linking
- Robust Candidate Generation for Entity Linking on Short Social Media Texts
Entity Typing
Entity Representations / Embeddings
- Document-Level Relation Extraction via Pair-Aware and Entity-Enhanced Representation Learning
- Multi-modal Contrastive Representation Learning for Entity Alignment
- Enhancing Contextual Word Representations Using Embedding of Neighboring Entities in Knowledge Graphs
- Entity-based Claim Representation Improves Fact-Checking of Medical Content in Tweets
misc
- Autoregressive Entity Generation for End-to-End Task-Oriented Dialog
- New or Old? Exploring How Pre-Trained Language Models Represent Discourse Entities
- A Simple Temporal Information Matching Mechanism for Entity Alignment between Temporal Knowledge Graphs
- DoSEA: A Domain-specific Entity-aware Framework for Cross-Domain Named Entity Recogition
- SCL-RAI: Span-based Contrastive Learning with Retrieval Augmented Inference for Unlabeled Entity Problem in NER
- Method Entity Extraction from Biomedical Texts
- KoCHET: A Korean Cultural Heritage Corpus for Entity-related Tasks
- Resource of Wikipedias in 31 Languages Categorized into Fine-Grained Named Entities
- Source-summary Entity Aggregation in Abstractive Summarization
- PINEAPPLE: Personifying INanimate Entities by Acquiring Parallel Personification Data for Learning Enhanced Generation
- Entity-Level Sentiment Analysis (ELSA): An Exploratory Task Survey
- Named Entity Inclusion in Abstractive Text Summarization
- Cross-Dialect Social Media Dependency Parsing for Social Scientific Entity Attribute Analysis
NAACL 2022 (2022/07/10 ~ 2022/07/15)
NER
- On the Use of External Data for Spoken Named Entity Recognition
- Hero-Gang Neural Model For Named Entity Recognition
- Sentence-Level Resampling for Named Entity Recognition
- Dynamic Gazetteer Integration in Multilingual Models for Cross-Lingual and Cross-Domain Named Entity Recognition
- ITA: Image-Text Alignments for Multi-Modal Named Entity Recognition
- Robust Self-Augmentation for Named Entity Recognition with Meta Reweighting
- NER-MQMRC: Formulating Named Entity Recognition as Multi Question Machine Reading Comprehension
- MultiNERD: A Multilingual, Multi-Genre and Fine-Grained Dataset for Named Entity Recognition (and Disambiguation)
- Delving Deep into Regularity: A Simple but Effective Method for Chinese Named Entity Recognition
- Label Refinement via Contrastive Learning for Distantly-Supervised Named Entity Recognition
- Cross-Language Transfer of High-Quality Annotations: Combining Neural Machine Translation with Cross-Linguistic Span Alignment to Apply NER to Clinical Texts in a Low-Resource Language
- Resilience of Named Entity Recognition Models under Adversarial Attack
- Generating unlabelled data for a tri-training approach in a low resourced NER task
- Few-shot Learning for Sumerian Named Entity Recognition
- kpfriends at SemEval-2022 Task 2: NEAMER - Named Entity Augmented Multi-word Expression Recognizer
- NER4ID at SemEval-2022 Task 2: Named Entity Recognition for Idiomaticity Detection
- SemEval-2022 Task 11: Multilingual Complex Named Entity Recognition (MultiCoNER)
- LMN at SemEval-2022 Task 11: A Transformer-based System for English Named Entity Recognition
- PA Ph&Tech at SemEval-2022 Task 11: NER Task with Ensemble Embedding from Reinforcement Learning
- UC3M-PUCPR at SemEval-2022 Task 11: An Ensemble Method of Transformer-based Models for Complex Named Entity Recognition
- DAMO-NLP at SemEval-2022 Task 11: A Knowledge-based System for Multilingual Named Entity Recognition
- Multilinguals at SemEval-2022 Task 11: Complex NER in Semantically Ambiguous Settings for Low Resource Languages
- DANGNT-SGU at SemEval-2022 Task 11: Using Pre-trained Language Model for Complex Named Entity Recognition
- OPDAI at SemEval-2022 Task 11: A hybrid approach for Chinese NER using outside Wikipedia knowledge
- Sliced at SemEval-2022 Task 11: Bigger, Better? Massively Multilingual LMs for Multilingual Complex NER on an Academic GPU Budget
- Infrrd.ai at SemEval-2022 Task 11: A system for named entity recognition using data augmentation, transformer-based sequence labeling model, and EnsembleCRF
- UM6P-CS at SemEval-2022 Task 11: Enhancing Multilingual and Code-Mixed Complex Named Entity Recognition via Pseudo Labels using Multilingual Transformer
- CASIA at SemEval-2022 Task 11: Chinese Named Entity Recognition for Complex and Ambiguous Entities
- TEAM-Atreides at SemEval-2022 Task 11: On leveraging data augmentation and ensemble to recognize complex Named Entities in Bangla
- KDDIE at SemEval-2022 Task 11: Using DeBERTa for Named Entity Recognition
- silpa_nlp at SemEval-2022 Tasks 11: Transformer based NER models for Hindi and Bangla languages
- DS4DH at SemEval-2022 Task 11: Multilingual Named Entity Recognition Using an Ensemble of Transformer-based Language Models
- CMNEROne at SemEval-2022 Task 11: Code-Mixed Named Entity Recognition by leveraging multilingual data
- RACAI at SemEval-2022 Task 11: Complex named entity recognition using a lateral inhibition mechanism
- NamedEntityRangers at SemEval-2022 Task 11: Transformer-based Approaches for Multilingual Complex Named Entity Recognition
- Raccoons at SemEval-2022 Task 11: Leveraging Concatenated Word Embeddings for Named Entity Recognition
- SeqL at SemEval-2022 Task 11: An Ensemble of Transformer Based Models for Complex Named Entity Recognition Task
- SFE-AI at SemEval-2022 Task 11: Low-Resource Named Entity Recognition using Large Pre-trained Language Models
- NCUEE-NLP at SemEval-2022 Task 11: Chinese Named Entity Recognition Using the BERT-BiLSTM-CRF Model
- CMB AI Lab at SemEval-2022 Task 11: A Two-Stage Approach for Complex Named Entity Recognition via Span Boundary Detection and Span Classification
- UA-KO at SemEval-2022 Task 11: Data Augmentation and Ensembles for Korean Named Entity Recognition
- USTC-NELSLIP at SemEval-2022 Task 11: Gazetteer-Adapted Integration Network for Multilingual Complex Named Entity Recognition
- L3i at SemEval-2022 Task 11: Straightforward Additional Context for Multilingual Named Entity Recognition
- MarSan at SemEval-2022 Task 11: Multilingual complex named entity recognition using T5 and transformer encoder
- SU-NLP at SemEval-2022 Task 11: Complex Named Entity Recognition with Entity Linking
- Qtrade AI at SemEval-2022 Task 11: An Unified Framework for Multilingual NER Task
- PAI at SemEval-2022 Task 11: Name Entity Recognition with Contextualized Entity Representations and Robust Loss Functions
EL
- Generative Biomedical Entity Linking via Knowledge Base-Guided Pre-training and Synonyms-Aware Fine-tuning
- Entity Linking via Explicit Mention-Mention Coreference Modeling
- Strong Heuristics for Named Entity Linking
- ReFinED: An Efficient Zero-shot-capable Approach to End-to-End Entity Linking
- BLINK with Elasticsearch for Efficient Entity Linking in Business Conversations
- Zero-shot Entity Linking with Less Data
Entity Typing
Entity Representations / Embeddings
- EmRel: Joint Representation of Entities and Embedded Relations for Multi-triple Extraction
- Learning to Borrow– Relation Representation for Without-Mention Entity-Pairs for Knowledge Graph Completion
- Contrastive Representation Learning for Cross-Document Coreference Resolution of Events and Entities
- EASE: Entity-Aware Contrastive Learning of Sentence Embedding
- MIA 2022 Shared Task Submission: Leveraging Entity Representations, Dense-Sparse Hybrids, and Fusion-in-Decoder for Cross-Lingual Question Answering
- CSECU-DSG at SemEval-2022 Task 11: Identifying the Multilingual Complex Named Entity in Text Using Stacked Embeddings and Transformer based Approach
misc
- On the Robustness of Reading Comprehension Models to Entity Renaming
- When a sentence does not introduce a discourse entity, Transformer-based models still sometimes refer to it
- Commonsense and Named Entity Aware Knowledge Grounded Dialogue Generation
- Relation-Specific Attentions over Entity Mentions for Enhanced Document-Level Relation Extraction
- Improving Entity Disambiguation by Reasoning over a Knowledge Base
- Should We Rely on Entity Mentions for Relation Extraction? Debiasing Relation Extraction with Counterfactual Analysis
- Global Entity Disambiguation with BERT
- Joint Extraction of Entities, Relations, and Events via Modeling Inter-Instance and Inter-Label Dependencies
- Modeling Task Interactions in Document-Level Joint Entity and Relation Extraction
- Impact of Training Instance Selection on Domain-Specific Entity Extraction using BERT
- Improving the Faithfulness of Abstractive Summarization via Entity Coverage Control
- Entity Cloze By Date: What LMs Know About Unseen Entities
- Dangling-Aware Entity Alignment with Mixed High-Order Proximities
- Low-resource Entity Set Expansion: A Comprehensive Study on User-generated Text
- Good Visual Guidance Make A Better Extractor: Hierarchical Visual Prefix for Multimodal Entity and Relation Extraction
- FarFetched: Entity-centric Reasoning and Claim Validation for the Greek Language based on Textually Represented Environments
- GateNLP-UShef at SemEval-2022 Task 8: Entity-Enriched Siamese Transformer for Multilingual News Article Similarity
- AIFB-WebScience at SemEval-2022 Task 12: Relation Extraction First - Using Relation Extraction to Identify Entities
- ParaNames: A Massively Multilingual Entity Name Corpus
- Towards a Multi-Entity Aspect-Based Sentiment Analysis for Characterizing Directed Social Regard in Online Messaging
LREC 2022 (2022/06/20 ~ 2022/06/25)
NER
- KazNERD: Kazakh Named Entity Recognition Dataset
- KIND: an Italian Multi-Domain Dataset for Named Entity Recognition
- Development of a Benchmark Corpus to Support Entity Recognition in Job Descriptions
- Probing Pre-trained Auto-regressive Language Models for Named Entity Typing and Recognition
- The Bulgarian Event Corpus: Overview and Initial NER Experiments
- A Named Entity Recognition Corpus for Vietnamese Biomedical Texts to Support Tuberculosis Treatment
- Wojood: Nested Arabic Named Entity Corpus and Recognition using BERT
- GGPONC 2.0 - The German Clinical Guideline Corpus for Oncology: Curation Workflow, Annotation Policy, Baseline NER Taggers
- Comparing Annotated Datasets for Named Entity Recognition in English Literature
- HiNER: A large Hindi Named Entity Recognition Dataset
- A Twitter Corpus for Named Entity Recognition in Turkish
- Enhancing Deep Learning with Embedded Features for Arabic Named Entity Recognition
- Named Entity Recognition in Estonian 19th Century Parish Court Records
- Named Entity Recognition to Detect Criminal Texts on the Web
- AsNER - Annotated Dataset and Baseline for Assamese Named Entity recognition
- Annotating the Tweebank Corpus on Named Entity Recognition and Building NLP Models for Social Media Analysis
- MNLP at FinCausal2022: Nested NER with a Generative Model
- Multilingual Named Entity Recognition for Medieval Charters Using Stacked Embeddings and Bert-based Models.
- L3Cube-MahaNER: A Marathi Named Entity Recognition Dataset and BERT models
EL
- OpenEL: An Annotated Corpus for Entity Linking and Discourse in Open Domain Dialogue
- Medical Crossing: a Cross-lingual Evaluation of Clinical Entity Linking
- Entity Linking over Nested Named Entities for Russian
- Building an Icelandic Entity Linking Corpus
- Entity Linking in the ParlaMint Corpus
Entity Typing
Entity Representations / Embeddings
misc
- A Unified Approach to Entity-Centric Context Tracking in Social Conversations
- Enhanced Entity Annotations for Multilingual Corpora
- Spanish Datasets for Sensitive Entity Detection in the Legal Domain
- Towards a Broad Coverage Named Entity Resource: A Data-Efficient Approach for Many Diverse Languages
- Data Augmentation with Paraphrase Generation and Entity Extraction for Multimodal Dialogue System
- Recovering Patient Journeys: A Corpus of Biomedical Entities and Relations on Twitter (BEAR)
- Using Sentence-level Classification Helps Entity Extraction from Material Science Literature
- SPORTSINTERVIEW: A Large-Scale Sports Interview Benchmark for Entity-centric Dialogues
- Efficient Entity Candidate Generation for Low-Resource Languages
ACL 2022 (2022/05/22 ~ 2022/05/27)
NER
- An Unsupervised Multiple-Task and Multiple-Teacher Model for Cross-lingual Named Entity Recognition
- Few-Shot Class-Incremental Learning for Named Entity Recognition
- De-Bias for Generative Extraction in Unified NER Task
- Nested Named Entity Recognition with Span-level Graphs
- Parallel Instance Query Network for Named Entity Recognition
- Bottom-Up Constituency Parsing and Nested Named Entity Recognition with Pointer Networks
- FiNER: Financial Numeric Entity Recognition for XBRL Tagging
- MINER: Improving Out-of-Vocabulary Named Entity Recognition from an Information Theoretic Perspective
- Few-shot Named Entity Recognition with Self-describing Networks
- Nested Named Entity Recognition as Latent Lexicalized Constituency Parsing
- CONTaiNER: Few-Shot Named Entity Recognition via Contrastive Learning
- Boundary Smoothing for Named Entity Recognition
- Distantly Supervised Named Entity Recognition via Confidence-Based Multi-Class Positive and Unlabeled Learning
- GNNer: Reducing Overlapping in Span-based NER Using Graph Neural Networks
- TeluguNER: Leveraging Multi-Domain Named Entity Recognition with Deep Transformers
- Extract-Select: A Span Selection Framework for Nested Named Entity Recognition with Generative Adversarial Training
- Thai Nested Named Entity Recognition Corpus
- Decomposed Meta-Learning for Few-Shot Named Entity Recognition
- Leveraging Expert Guided Adversarial Augmentation For Improving Generalization in Named Entity Recognition
- Label Semantics for Few Shot Named Entity Recognition
- Learn and Review: Enhancing Continual Named Entity Recognition via Reviewing Synthetic Samples
- Cross-domain Named Entity Recognition via Graph Matching
- Extracting Person Names from User Generated Text: Named-Entity Recognition for Combating Human Trafficking
- Fusing Heterogeneous Factors with Triaffine Mechanism for Nested Named Entity Recognition
- Towards Few-shot Entity Recognition in Document Images: A Label-aware Sequence-to-Sequence Framework
- Simple Semantic-based Data Augmentation for Named Entity Recognition in Biomedical Texts
- Auxiliary Learning for Named Entity Recognition with Multiple Auxiliary Biomedical Training Data
- Biomedical NER using Novel Schema and Distant Supervision
- Named Entity Recognition for Cancer Immunology Research Using Distant Supervision
- A Comparative Study of Pre-trained Encoders for Low-Resource Named Entity Recognition
EL
- WikiDiverse: A Multimodal Entity Linking Dataset with Diversified Contextual Topics and Entity Types
- Towards Consistent Document-level Entity Linking: Joint Models for Entity Linking and Coreference Resolution
- HOSMEL: A Hot-Swappable Modularized Entity Linking Toolkit for Chinese
- A Transformational Biencoder with In-Domain Negative Sampling for Zero-Shot Entity Linking
- Detection, Disambiguation, Re-ranking: Autoregressive Entity Linking as a Multi-Task Problem
- Cross-Lingual UMLS Named Entity Linking using UMLS Dictionary Fine-Tuning
- Improving Candidate Retrieval with Entity Profile Generation for Wikidata Entity Linking
- A Study on Entity Linking Across Domains: Which Data is Best for Fine-Tuning?
Entity Typing
- Divide and Denoise: Learning from Noisy Labels in Fine-Grained Entity Typing with Cluster-Wise Loss Correction
- Learning from Sibling Mentions with Scalable Graph Inference in Fine-Grained Entity Typing
- Cross-Lingual Contrastive Learning for Fine-Grained Entity Typing for Low-Resource Languages
- How Can Cross-lingual Knowledge Contribute Better to Fine-Grained Entity Typing?
Entity Representations / Embeddings
misc
- Modeling Temporal-Modal Entity Graph for Procedural Multimodal Machine Comprehension
- DEEP: DEnoising Entity Pre-training for Neural Machine Translation
- MELM: Data Augmentation with Masked Entity Language Modeling for Low-Resource NER
- ExtEnD: Extractive Entity Disambiguation
- EntSUM: A Data Set for Entity-Centric Extractive Summarization
- Packed Levitated Marker for Entity and Relation Extraction
- An Effective and Efficient Entity Alignment Decoding Algorithm via Third-Order Tensor Isomorphism
- Rethinking Negative Sampling for Handling Missing Entity Annotations
- Entity-based Neural Local Coherence Modeling
- Automatic Detection of Entity-Manipulated Text using Factual Knowledge
- A Simple but Effective Pluggable Entity Lookup Table for Pre-trained Language Models
- Open Relation Modeling: Learning to Define Relations between Entities
- TABi: Type-Aware Bi-Encoders for Open-Domain Entity Retrieval
- An Accurate Unsupervised Method for Joint Entity Alignment and Dangling Entity Detection
- Deep Reinforcement Learning for Entity Alignment
- Attention as Grounding: Exploring Textual and Cross-Modal Attention on Entities and Relations in Language-and-Vision Transformer
- Entities, Dates, and Languages: Zero-Shot on Historical Texts with T0
- Intra-Template Entity Compatibility based Slot-Filling for Clinical Trial Information Extraction
- BanglaBioMed: A Biomedical Named-Entity Annotated Corpus for Bangla (Bengali)
- DISTANT-CTO: A Zero Cost, Distantly Supervised Approach to Improve Low-Resource Entity Extraction Using Clinical Trials Literature
- DD-TIG at Constraint@ACL2022: Multimodal Understanding and Reasoning for Role Labeling of Entities in Hateful Memes
- Combining Language Models and Linguistic Information to Label Entities in Memes
- Detecting the Role of an Entity in Harmful Memes: Techniques and their Limitations
- Fine-tuning and Sampling Strategies for Multimodal Role Labeling of Entities under Class Imbalance
- Joint Entity and Relation Extraction Based on Table Labeling Using Convolutional Neural Networks
TACL 2021
NER
- Context-aware Adversarial Training for Name Regularity Bias in Named Entity Recognition
- MasakhaNER: Named Entity Recognition for African Languages
- Partially Supervised Named Entity Recognition via the Expected Entity Ratio Loss
EL
Entity Typing
Entity Representations / Embeddings
misc
- Neural Modeling for Named Entities and Morphology (NEMO2)
- Planning with Learned Entity Prompts for Abstractive Summarization
CoNLL 2021 (2021/11/10 ~ 2021/11/11)
NER
EL
Entity Typing
Entity Representations / Embeddings
misc
EMNLP 2021 (2021/11/07 ~ 2021/11/11)
NER
- TEBNER: Domain Specific Named Entity Recognition with Type Expanded Boundary-aware Network
- RockNER: A Simple Method to Create Adversarial Examples for Evaluating the Robustness of Named Entity Recognition Models
- ChemNER: Fine-Grained Chemistry Named Entity Recognition with Ontology-Guided Distant Supervision
- Unsupervised Paraphrasing Consistency Training for Low Resource Named Entity Recognition
- Data Augmentation for Cross-Domain Named Entity Recognition
- PDALN: Progressive Domain Adaptation over a Pre-trained Model for Low-Resource Cross-Domain Named Entity Recognition
- Distantly-Supervised Named Entity Recognition with Noise-Robust Learning and Language Model Augmented Self-Training
- Few-Shot Named Entity Recognition: An Empirical Baseline Study
- Improving Distantly-Supervised Named Entity Recognition with Self-Collaborative Denoising Learning
- CroAno : A Crowd Annotation Platform for Improving Label Consistency of Chinese NER Dataset
- SeqAttack: On Adversarial Attacks for Named Entity Recognition
- Language Clustering for Multilingual Named Entity Recognition
- HiTRANS: A Hierarchical Transformer Network for Nested Named Entity Recognition
- CNNBiF: CNN-based Bigram Features for Named Entity Recognition
- Improving Distantly-Supervised Named Entity Recognition with Self-Collaborative Denoising Learning
- Learning from Language Description: Low-shot Named Entity Recognition via Decomposed Framework
- Named Entity Recognition for Entity Linking: What Works and What’s Next
- Validating Label Consistency in NER Data Annotation
- SeqScore: Addressing Barriers to Reproducible Named Entity Recognition Evaluation
- Batavia asked for advice. Pretrained language models for Named Entity Recognition in historical texts.
- Analysis of Zero-Shot Crosslingual Learning between English and Korean for Named Entity Recognition
- Named Entity Recognition in the Romanian Legal Domain
- Named Entity Recognition in Historic Legal Text: A Transformer and State Machine Ensemble Method
- Using Pause Information for More Accurate Entity Recognition
- Can images help recognize entities? A study of the role of images for Multimodal NER
- ParsTwiNER: A Corpus for Named Entity Recognition at Informal Persian
- DreamDrug - A crowdsourced NER dataset for detecting drugs in darknet markets
- Improved Named Entity Recognition for Noisy Call Center Transcripts
EL
- Highly Parallel Autoregressive Entity Linking with Discriminative Correction
- Low-Rank Subspaces for Unsupervised Entity Linking
- BERT might be Overkill: A Tiny but Effective Biomedical Entity Linker based on Residual Convolutional Neural Networks
- WikiGUM: Exhaustive Entity Linking for Wikification in 12 Genres
Entity Typing
- Injecting Entity Types into Entity-Guided Text Generation
- An Empirical Study on Multiple Information Sources for Zero-Shot Fine-Grained Entity Typing
- Fine-grained Entity Typing via Label Reasoning
- Fine-grained Entity Typing without Knowledge Base
- Context-aware Entity Typing in Knowledge Graphs
- Zero-Shot Cross-Lingual Transfer is a Hard Baseline to Beat in German Fine-Grained Entity Typing
Entity Representations / Embeddings
- EARL: Informative Knowledge-Grounded Conversation Generation with Entity-Agnostic Representation Learning
- MuVER: Improving First-Stage Entity Retrieval with Multi-View Entity Representations
- Time-dependent Entity Embedding is not All You Need: A Re-evaluation of Temporal Knowledge Graph Completion Models under a Unified Framework
- Improving Knowledge Graph Embedding Using Affine Transformations of Entities Corresponding to Each Relation
- A Comprehensive Comparison of Word Embeddings in Event & Entity Coreference Resolution.
misc
- Controllable Neural Dialogue Summarization with Personal Named Entity Planning
- A Partition Filter Network for Joint Entity and Relation Extraction
- MS-Mentions: Consistently Annotating Entity Mentions in Materials Science Procedural Text
- Is “moby dick” a Whale or a Bird? Named Entities and Terminology in Speech Translation
- Knowledge Enhanced Fine-Tuning for Better Handling Unseen Entities in Dialogue Generation
- Entity Relation Extraction as Dependency Parsing in Visually Rich Documents
- Synchronous Dual Network with Cross-Type Attention for Joint Entity and Relation Extraction
- From Alignment to Assignment: Frustratingly Simple Unsupervised Entity Alignment
- ActiveEA: Active Learning for Neural Entity Alignment
- End-to-End Entity Resolution and Question Answering Using Differentiable Knowledge Graphs
- Document-level Entity-based Extraction as Template Generation
- Learning from Noisy Labels for Entity-Centric Information Extraction
- Toward Deconfounding the Effect of Entity Demographics for Question Answering Accuracy
- Simple Entity-Centric Questions Challenge Dense Retrievers
- Entity-Based Knowledge Conflicts in Question Answering
- TDEER: An Efficient Translating Decoding Schema for Joint Extraction of Entities and Relations
- Time-aware Graph Neural Network for Entity Alignment between Temporal Knowledge Graphs
- Progressive Adversarial Learning for Bootstrapping: A Case Study on Entity Set Expansion
- XLEnt: Mining a Large Cross-lingual Entity Dataset with Lexical-Semantic-Phonetic Word Alignment
- Robustness Evaluation of Entity Disambiguation Using Prior Probes: the Case of Entity Overshadowing
- A Web Scale Entity Extraction System
- Unseen Entity Handling in Complex Question Answering over Knowledge Base via Language Generation
- To Protect and To Serve? Analyzing Entity-Centric Framing of Police Violence
- Entity-level Cross-modal Learning Improves Multi-modal Machine Translation
- Entity-Based Semantic Adequacy for Data-to-Text Generation
- Enhancing Visual Dialog Questioner with Entity-based Strategy Learning and Augmented Guesser
- GenerativeRE: Incorporating a Novel Copy Mechanism and Pretrained Model for Joint Entity and Relation Extraction
- Adapting Entities across Languages and Cultures
- Cross-Domain Data Integration for Named Entity Disambiguation in Biomedical Text
- Fine-grained Typing of Emerging Entities in Microblogs
- The Pipeline Model for Resolution of Anaphoric Reference and Resolution of Entity Reference
- Resources and Evaluations for Danish Entity Resolution
- Event and Entity Coreference using Trees to Encode Uncertainty in Joint Decisions
- Modeling Entity Knowledge for Fact Verification
- Automatic Entity State Annotation using the VerbNet Semantic Parser
ACL-IJCNLP 2021 (2021/08/01 ~ 2021/08/06)
NER
- Modularized Interaction Network for Named Entity Recognition
- Discontinuous Named Entity Recognition as Maximal Clique Discovery
- Leveraging Type Descriptions for Zero-shot Named Entity Recognition and Classification
- MECT: Multi-Metadata Embedding based Cross-Transformer for Chinese Named Entity Recognition
- Named Entity Recognition with Small Strongly Labeled and Large Weakly Labeled Data
- Improving Named Entity Recognition by External Context Retrieving and Cooperative Learning
- Locate and Label: A Two-stage Identifier for Nested Named Entity Recognition
- A Large-Scale Chinese Multimodal NER Dataset with Speech Clues
- A Neural Transition-based Joint Model for Disease Named Entity Recognition and Normalization
- Few-NERD: A Few-shot Named Entity Recognition Dataset
- Nested Named Entity Recognition via Explicitly Excluding the Influence of the Best Path
- Subsequence Based Deep Active Learning for Named Entity Recognition
- De-biasing Distantly Supervised Named Entity Recognition via Causal Intervention
- A Span-Based Model for Joint Overlapped and Discontinuous Named Entity Recognition
- Crowdsourcing Learning as Domain Adaptation: A Case Study on Named Entity Recognition
- A Unified Generative Framework for Various NER Subtasks
- BERTifying the Hidden Markov Model for Multi-Source Weakly Supervised Named Entity Recognition
- An End-to-End Progressive Multi-Task Learning Framework for Medical Named Entity Recognition and Normalization
- Learning from Miscellaneous Other-Class Words for Few-shot Named Entity Recognition
- SpanNER: Named Entity Re-/Recognition as Span Prediction
- Enhancing Entity Boundary Detection for Better Chinese Named Entity Recognition
- Explicitly Capturing Relations between Entity Mentions via Graph Neural Networks for Domain-specific Named Entity Recognition
- Improving Model Generalization: A Chinese Named Entity Recognition Case Study
- Investigation on Data Adaptation Techniques for Neural Named Entity Recognition
- Target-oriented Fine-tuning for Zero-Resource Named Entity Recognition
- Toward Fully Exploiting Heterogeneous Corpus:A Decoupled Named Entity Recognition Model with Two-stage Training
- Template-Based Named Entity Recognition Using BART
- Neural Entity Recognition with Gazetteer based Fusion
- Named Entity Recognition through Deep Representation Learning and Weak Supervision
- The Utility and Interplay of Gazetteers and Entity Segmentation for Named Entity Recognition in English
- Constrained Labeled Data Generation for Low-Resource Named Entity Recognition
- Named Entity Recognition via Noise Aware Training Mechanism with Data Filter
- A Multi-Task Approach for Improving Biomedical Named Entity Recognition by Incorporating Multi-Granularity information
- Meta-Learning for Few-Shot Named Entity Recognition
- UIT-E10dot3 at SemEval-2021 Task 5: Toxic Spans Detection with Named Entity Recognition and Question-Answering Approaches
- BennettNLP at SemEval-2021 Task 5: Toxic Spans Detection using Stacked Embedding Powered Toxic Entity Recognizer
- UTNLP at SemEval-2021 Task 5: A Comparative Analysis of Toxic Span Detection using Attention-based, Named Entity Recognition, and Ensemble Models
EL
- LNN-EL: A Neuro-Symbolic Approach to Short-text Entity Linking
- MOLEMAN: Mention-Only Linking of Entities with a Mention Annotation Network
- Learning Domain-Specialised Representations for Cross-Lingual Biomedical Entity Linking
- Cross-Lingual Transfer in Zero-Shot Cross-Language Entity Linking
Entity Typing
- Ultra-Fine Entity Typing with Weak Supervision from a Masked Language Model
- Modeling Fine-Grained Entity Types with Box Embeddings
- Relation Classification with Entity Type Restriction
Entity Representations / Embeddings
- OntoEA: Ontology-guided Entity Alignment via Joint Knowledge Graph Embedding
- Biomedical Interpretable Entity Representations
- Personalized Entity Resolution with Dynamic Heterogeneous KnowledgeGraph Representations
- Simultaneously Self-Attending to Text and Entities for Knowledge-Informed Text Representations
misc
- Capturing Event Argument Interaction via A Bi-Directional Entity-Level Recurrent Decoder
- UniRE: A Unified Label Space for Entity Relation Extraction
- DESCGEN: A Distantly Supervised Datasetfor Generating Entity Descriptions
- Interpretable and Low-Resource Entity Matching via Decoupling Feature Learning from Decision Making
- Modeling Transitions of Focal Entities for Conversational Knowledge Base Question Answering
- ERICA: Improving Entity and Relation Understanding for Pre-trained Language Models via Contrastive Learning
- Knowing the No-match: Entity Alignment with Dangling Cases
- Evaluating Entity Disambiguation and the Role of Popularity in Retrieval-Based NLP
- Weakly Supervised Named Entity Tagging with Learnable Logical Rules
- Benchmarking Scalable Methods for Streaming Cross Document Entity Coreference
- Reasoning over Entity-Action-Location Graph for Procedural Text Understanding
- Joint Biomedical Entity and Relation Extraction with Knowledge-Enhanced Collective Inference
- Entity Enhancement for Implicit Discourse Relation Classification in the Biomedical Domain
- Entity Concept-enhanced Few-shot Relation Extraction
- “I’ve Seen Things You People Wouldn’t Believe”: Hallucinating Entities in GuessWhat?!
- Joint Detection and Coreference Resolution of Entities and Events with Document-level Context Aggregation
- Entity-Aware Abstractive Multi-Document Summarization
- Cross-Lingual Cross-Domain Nested Named Entity Evaluation on English Web Texts
- Injecting Knowledge Base Information into End-to-End Joint Entity and Relation Extraction and Coreference Resolution
- Zero-shot Medical Entity Retrieval without Annotation: Learning From Rich Knowledge Graph Semantics
- GrantRel: Grant Information Extraction via Joint Entity and Relation Extraction
- Who Blames or Endorses Whom? Entity-to-Entity Directed Sentiment Extraction in News Text
- Inductively Representing Out-of-Knowledge-Graph Entities by Optimal Estimation Under Translational Assumptions
- Entity and Evidence Guided Document-Level Relation Extraction
- Duluth at SemEval-2021 Task 11: Applying DeBERTa to Contributing Sentence Selection and Dependency Parsing for Entity Extraction
- Entity at SemEval-2021 Task 5: Weakly Supervised Token Labelling for Toxic Spans Detection
- Counts@IITK at SemEval-2021 Task 8: SciBERT Based Entity And Semantic Relation Extraction For Scientific Data
NAACL 2021 (2021/06/06 ~ 2021/06/11)
NER
- GEMNET: Effective Gated Gazetteer Representations for Recognizing Complex Entities in Low-context Input
- COVID-19 Named Entity Recognition for Vietnamese
- Noisy-Labeled NER with Confidence Estimation
- Better Feature Integration for Named Entity Recognition
- Multi-Grained Knowledge Distillation for Named Entity Recognition
- PhoNLP: A joint multi-task learning model for Vietnamese part-of-speech tagging, named entity recognition and dependency parsing
- Building Low-Resource NER Models Using Non-Speaker Annotations
- Neural Text Classification and Stacked Heterogeneous Embeddings for Named Entity Recognition in SMM4H 2021
- Lasige-BioTM at ProfNER: BiLSTM-CRF and contextual Spanish embeddings for Named Entity Recognition and Tweet Binary Classification
- Assessing multiple word embeddings for named entity recognition of professions and occupations in health-related social media
- Mitigating Temporal-Drift: A Simple Approach to Keep NER Models Crisp
EL
- Linking Entities to Unseen Knowledge Bases with Arbitrary Schemas
- Clustering-based Inference for Biomedical Entity Linking
- Wikipedia Entities as Rendezvous across Languages: Grounding Multilingual Language Models by Predicting Wikipedia Hyperlinks
- Goodwill Hunting: Analyzing and Repurposing Off-the-Shelf Named Entity Linking Systems
- End-to-end Biomedical Entity Linking with Span-based Dictionary Matching
- Human-In-The-LoopEntity Linking for Low Resource Domains
Entity Typing
Entity Representations / Embeddings
- Evaluating the Impact of a Hierarchical Discourse Representation on Entity Coreference Resolution Performance
- Integrating Lexical Information into Entity Neighbourhood Representations for Relation Prediction
- Self-Alignment Pretraining for Biomedical Entity Representations
- Entity Prediction in Knowledge Graphs with Joint Embeddings
misc
- A Frustratingly Easy Approach for Entity and Relation Extraction
- tWT–WT: A Dataset to Assert the Role of Target Entities for Detecting Stance of Tweets
- Modeling Human Mental States with an Entity-based Narrative Graph
- Optimizing NLU Reranking Using Entity Resolution Signals in Multi-domain Dialog Systems
- Entity Resolution in Open-domain Conversations
- Noise Robust Named Entity Understanding for Voice Assistants
- EntityBERT: Entity-centric Masking Strategy for Model Pretraining for the Clinical Domain
- MEAN: Multi-head Entity Aware Attention Networkfor Political Perspective Detection in News Media
- Analysis of Nuanced Stances and Sentiment Towards Entities of US Politicians through the Lens of Moral Foundation Theory
- Hierarchical Graph Convolutional Networks for Jointly Resolving Cross-document Coreference of Entity and Event Mentions
- xER: An Explainable Model for Entity Resolution using an Efficient Solution for the Clique Partitioning Problem
EACL 2021 (2021/04/19 ~ 2021/04/23)
NER
- GLaRA: Graph-based Labeling Rule Augmentation for Weakly Supervised Named Entity Recognition
- T-NER: An All-Round Python Library for Transformer-based Named Entity Recognition
- T2NER: Transformers based Transfer Learning Framework for Named Entity Recognition
- TMR: Evaluating NER Recall on Tough Mentions
- Multilingual Named Entity Recognition and Matching Using BERT and Dedupe for Slavic Languages
- Multilingual Slavic Named Entity Recognition
- Using a Frustratingly Easy Domain and Tagset Adaptation for Creating Slavic Named Entity Recognition Systems
- Named Entity Recognition and Linking Augmented with Large-Scale Structured Data
- Slav-NER: the 3rd Cross-lingual Challenge on Recognition, Normalization, Classification, and Linking of Named Entities across Slavic Languages
- Dynamic Ensembles in Named Entity Recognition for Historical Arabic Texts
EL
- CHOLAN: A Modular Approach for Neural Entity Linking on Wikipedia and Wikidata
- Fast and Effective Biomedical Entity Linking Using a Dual Encoder
Entity Typing
Entity Representations / Embeddings
- Joint Learning of Representations for Web-tables, Entities and Types using Graph Convolutional Network
- Language Models as Knowledge Bases: On Entity Representations, Storage Capacity, and Paraphrased Queries
- Event-Driven News Stream Clustering using Entity-Aware Contextual Embeddings
- DOCENT: Learning Self-Supervised Entity Representations from Large Document Collections
- ENPAR:Enhancing Entity and Entity Pair Representations for Joint Entity Relation Extraction
- FuzzyBIO: A Proposal for Fuzzy Representation of Discontinuous Entities
misc
- GRIT: Generative Role-filler Transformers for Document-level Event Entity Extraction
- Cross-lingual Entity Alignment with Incidental Supervision
- TDMSci: A Specialized Corpus for Scientific Literature Entity Tagging of Tasks Datasets and Metrics
- Identifying Named Entities as they are Typed
- Multilingual Entity and Relation Extraction Dataset and Model
- Boosting Low-Resource Biomedical QA via Entity-Aware Masking Strategies
- Entity-level Factual Consistency of Abstractive Text Summarization
- Enconter: Entity Constrained Progressive Sequence Generation via Insertion-based Transformer
- An End-to-end Model for Entity-level Relation Extraction using Multi-instance Learning
- Related Named Entities Classification in the Economic-Financial Context
- SERAG: Semantic Entity Retrieval from Arabic Knowledge Graphs
TACL 2020
NER
EL
Entity Typing
Entity Representations / Embeddings
misc
COLING 2020 (2020/12/08 ~ 2020/12/13)
NER
- Leveraging HTML in Free Text Web Named Entity Recognition
- Named Entity Recognition for Chinese biomedical patents
- Exploring Cross-sentence Contexts for Named Entity Recognition with BERT
- Evaluating Pretrained Transformer-based Models on the Task of Fine-Grained Named Entity Recognition
- An Analysis of Simple Data Augmentation for Named Entity Recognition
- Identifying Motion Entities in Natural Language and A Case Study for Named Entity Recognition
- Neural Language Modeling for Named Entity Recognition
- Exhaustive Entity Recognition for Coptic: Challenges and Solutions
- Merge and Recognize: A Geometry and 2D Context Aware Graph Model for Named Entity Recognition from Visual Documents
- A Semi-Supervised BERT Approach for Arabic Named Entity Recognition
EL
- TPLinker: Single-stage Joint Extraction of Entities and Relations Through Token Pair Linking
- TrainX – Named Entity Linking with Active Sampling and Bi-Encoders
Entity Typing
- MZET: Memory Augmented Zero-Shot Fine-grained Named Entity Typing
- ManyEnt: A Dataset for Few-shot Entity Typing
Entity Representations / Embeddings
- Span-based Joint Entity and Relation Extraction with Attention-based Span-specific and Contextual Semantic Representations
- A Mixture-of-Experts Model for Learning Multi-Facet Entity Embeddings
- An Industry Evaluation of Embedding-based Entity Alignment
- E.T.: Entity-Transformers. Coreference augmented Neural Language Model for richer mention representations via Entity-Transformer blocks
- A survey of embedding models of entities and relationships for knowledge graph completion
- Graph-based Aspect Representation Learning for Entity Resolution
misc
- Building Hierarchically Disentangled Language Models for Text Generation with Named Entities
- CEREC: A Corpus for Entity Resolution in Email Conversations
- Joint Entity and Relation Extraction for Legal Documents with Legal Feature Enhancement
- Referring to what you know and do not know: Making Referring Expression Generation Models Generalize To Unseen Entities
- Dual Attention Network for Cross-lingual Entity Alignment
- Semi-supervised URL Segmentation with Recurrent Neural Networks Pre-trained on Knowledge Graph Entities
- Utilizing Subword Entities in Character-Level Sequence-to-Sequence Lemmatization Models
- Controllable Abstractive Sentence Summarization with Guiding Entities
- Learning to Decouple Relations: Few-Shot Relation Classification with Entity-Guided Attention and Confusion-Aware Training
- A Contextual Alignment Enhanced Cross Graph Attention Network for Cross-lingual Entity Alignment
- DaN+: Danish Nested Named Entities and Lexical Normalization
- DUTH at SemEval-2020 Task 11: BERT with Entity Mapping for Propaganda Classification
AACL-IJCNLP 2020 (2020/12/04 ~ 2022/12/07)
NER
- Named Entity Recognition in Multi-level Contexts
- Towards a Standardized Dataset on Indonesian Named Entity Recognition
EL
Entity Typing
Entity Representations / Embeddings
misc
- Knowledge-Enhanced Named Entity Disambiguation for Short Text
- Effective Architectures for Low Resource Multilingual Named Entity Transliteration
- Named-Entity Based Sentiment Analysis of Nepali News Media Texts
- Translation of New Named Entities from English to Chinese
CoNLL 2020 (2020/11/19 ~ 2020/11/20)
NER
EL
Entity Typing
Entity Representations / Embeddings
misc
EMNLP 2020 (2020/11/16 ~ 2020/11/20)
NER
- Named Entity Recognition for Social Media Texts with Semantic Augmentation
- HIT: Nested Named Entity Recognition via Head-Tail Pair and Token Interaction
- Interpretable Multi-dataset Evaluation for Named Entity Recognition
- Coarse-to-Fine Pre-training for Named Entity Recognition
- Simple and Effective Few-Shot Named Entity Recognition with Structured Nearest Neighbor Learning
- Counterfactual Generator: A Weakly-Supervised Method for Named Entity Recognition
- A Rigorous Study on Named Entity Recognition: Can Fine-tuning Pretrained Model Lead to the Promised Land?
- Named Entity Recognition Only from Word Embeddings
- Toward Recognizing More Entity Types in NER: An Efficient Implementation using Only Entity Lexicons
- Inexpensive Domain Adaptation of Pretrained Language Models: Case Studies on Biomedical NER and Covid-19 QA
- Constrained Decoding for Computationally Efficient Named Entity Recognition Taggers
- A Dual-Attention Network for Joint Named Entity Recognition and Sentence Classification of Adverse Drug Events
- Improving Named Entity Recognition with Attentive Ensemble of Syntactic Information
- Hierarchical Region Learning for Nested Named Entity Recognition
- BioBERTpt - A Portuguese Neural Language Model for Clinical Named Entity Recognition
- Assessment of DistilBERT performance on Named Entity Recognition task for the detection of Protected Health Information and medical concepts
- Joint Learning with Pre-trained Transformer on Named Entity Recognition and Relation Extraction Tasks for Clinical Analytics
- The Chilean Waiting List Corpus: a new resource for clinical Named Entity Recognition in Spanish
- If You Build Your Own NER Scorer, Non-replicable Results Will Come
- The Impact of De-identification on Downstream Named Entity Recognition in Clinical Text
- Annotating the Pandemic: Named Entity Recognition and Normalisation in COVID-19 Literature
- Acknowledgement Entity Recognition in CORD-19 Papers
- May I Ask Who’s Calling? Named Entity Recognition on Call Center Transcripts for Privacy Law Compliance
- IITKGP at W-NUT 2020 Shared Task-1: Domain specific BERT representation for Named Entity Recognition of lab protocol
- PublishInCovid19 at WNUT 2020 Shared Task-1: Entity Recognition in Wet Lab Protocols using Structured Learning Ensemble and Contextualised Embeddings
- WNUT 2020 Shared Task-1: Conditional Random Field(CRF) based Named Entity Recognition(NER) for Wet Lab Protocols
- mgsohrab at WNUT 2020 Shared Task-1: Neural Exhaustive Approach for Entity and Relation Recognition Over Wet Lab Protocols
- BiTeM at WNUT 2020 Shared Task-1: Named Entity Recognition over Wet Lab Protocols using an Ensemble of Contextual Language Models
EL
- COMETA: A Corpus for Medical Entity Linking in the Social Media
- Scalable Zero-shot Entity Linking with Dense Entity Retrieval
- Design Challenges in Low-resource Cross-lingual Entity Linking
- Efficient One-Pass End-to-End Entity Linking for Questions
- Entity Linking in 100 Languages
- BENNERD: A Neural Named Entity Linking System for COVID-19
- Zero-shot Entity Linking with Efficient Long Range Sequence Modeling
- Joint Intent Detection and Entity Linking on Spatial Domain Queries
- Simple Hierarchical Multi-Task Neural End-To-End Entity Linking for Biomedical Text
- Tweeki: Linking Named Entities on Twitter to a Knowledge Graph
Entity Typing
- ENTYFI: A System for Fine-grained Entity Typing in Fictional Texts
- AutoETER: Automated Entity Type Representation for Knowledge Graph Embedding
- On the Complementary Nature of Knowledge Graph Embedding, Fine Grain Entity Types, and Language Modeling
Entity Representations / Embeddings
- Knowledge Graph Alignment with Entity-Pair Embedding
- Learning Structured Representations of Entity Names using Active Learning and Weak Supervision
- LUKE: Deep Contextualized Entity Representations with Entity-aware Self-attention
- Wikipedia2Vec: An Efficient Toolkit for Learning and Visualizing the Embeddings of Words and Entities from Wikipedia
- Interpretable Entity Representations through Large-Scale Typing
- E-BERT: Efficient-Yet-Effective Entity Embeddings for BERT
- Exploring Neural Entity Representations for Semantic Information
- Entity Attribute Relation Extraction with Attribute-Aware Embeddings
- ERLKG: Entity Representation Learning and Knowledge Graph based association analysis of COVID-19 through mining of unstructured biomedical corpora
misc
- ENT-DESC: Entity Description Generation by Exploring Knowledge Graph
- A Knowledge-driven Generative Model for Multi-implication Chinese Medical Procedure Entity Normalization
- Pre-training Entity Relation Encoder with Intra-span and Inter-span Information
- Two are Better than One: Joint Entity and Relation Extraction with Table-Sequence Encoders
- Recurrent Interaction Network for Jointly Extracting Entities and Classifying Relations
- Entities as Experts: Sparse Memory Access with Entity Supervision
- Exploring and Evaluating Attributes, Values, and Structures for Entity Alignment
- Entity Enhanced BERT Pre-training for Chinese NER
- A Dataset for Tracking Entities in Open Domain Procedural Text
- Conundrums in Entity Coreference Resolution: Making Sense of the State of the Art
- Understanding Procedural Text using Interactive Entity Networks
- TESA: A Task in Entity Semantic Aggregation for Abstractive Summarization
- SynSetExpan: An Iterative Framework for Joint Entity Set Expansion and Synonym Discovery
- To Schedule or not to Schedule: Extracting Task Specific Temporal Entities and Associated Negation Constraints
- Minimize Exposure Bias of Seq2Seq Models in Joint Entity and Relation Extraction
- Global Bootstrapping Neural Network for Entity Set Expansion
- Evaluation of Transfer Learning for Adverse Drug Event (ADE) and Medication Entity Extraction
- Using Type Information to Improve Entity Coreference Resolution
- COVID-19: A Semantic-Based Pipeline for Recommending Biomedical Entities
- Identifying and Classifying Third-party Entities in Natural Language Privacy Policies
- Structured Prediction for Joint Class Cardinality and Entity Property Inference in Model-Complete Text Comprehension
- WNUT-2020 Task 1 Overview: Extracting Entities and Relations from Wet Lab Protocols
- Fancy Man Launches Zippo at WNUT 2020 Shared Task-1: A Bert Case Model for Wet Lab Entity Extraction
- Winners at W-NUT 2020 Shared Task-3: Leveraging Event Specific and Chunk Span information for Extracting COVID Entities from Tweets
ACL 2020 (2020/07/05 ~ 2020/07/10)
NER
- Named Entity Recognition without Labelled Data: A Weak Supervision Approach
- Improving Multimodal Named Entity Recognition via Entity Span Detection with Unified Multimodal Transformer
- Code and Named Entity Recognition in StackOverflow
- A Unified MRC Framework for Named Entity Recognition
- Improving Low-Resource Named Entity Recognition using Joint Sentence and Token Labeling
- Multi-Cell Compositional LSTM for NER Domain Adaptation
- Pyramid: A Layered Model for Nested Named Entity Recognition
- Bipartite Flat-Graph Network for Nested Named Entity Recognition
- Instance-Based Learning of Span Representations: A Case Study through Named Entity Recognition
- Named Entity Recognition as Dependency Parsing
- Single-/Multi-Source Cross-Lingual NER via Teacher-Student Learning on Unlabeled Data in Target Language
- FLAT: Chinese NER Using Flat-Lattice Transformer
- Temporally-Informed Analysis of Named Entity Recognition
- Sources of Transfer in Multilingual Named Entity Recognition
- Soft Gazetteers for Low-Resource Named Entity Recognition
- Multi-Domain Named Entity Recognition with Genre-Aware and Agnostic Inference
- TriggerNER: Learning with Entity Triggers as Explanations for Named Entity Recognition
- Embeddings of Label Components for Sequence Labeling: A Case Study of Fine-grained Named Entity Recognition
- Extensive Error Analysis and a Learning-Based Evaluation of Medical Entity Recognition Systems to Approximate User Experience
- Bootstrapping Named Entity Recognition in E-Commerce with Positive Unlabeled Learning
- Zero-Resource Cross-Domain Named Entity Recognition
- Incorporating Uncertain Segmentation Information into Chinese NER for Social Media Text
EL
- Improving Entity Linking through Semantic Reinforced Entity Embeddings
- From Zero to Hero: Human-In-The-Loop Entity Linking in Low Resource Domains
Entity Typing
- Connecting Embeddings for Knowledge Graph Entity Typing
- Hierarchical Entity Typing via Multi-level Learning to Rank
Entity Representations / Embeddings
- Biomedical Entity Representations with Synonym Marginalization
- What’s in a Name? Are BERT Named Entity Representations just as Good for any other Name?
misc
- Towards Interpretable Clinical Diagnosis with Bayesian Network Ensembles Stacked on Entity-Aware CNNs
- Entity-Aware Dependency-Based Deep Graph Attention Network for Comparative Preference Classification
- Relabel the Noise: Joint Extraction of Entities and Relations via Cooperative Multiagents
- Handling Rare Entities for Neural Sequence Labeling
- Neighborhood Matching Network for Entity Alignment
- Learning Interpretable Relationships between Entities, Relations and Concepts via Bayesian Structure Learning on Open Domain Facts
- Empower Entity Set Expansion via Language Model Probing
- Toward General Scene Graph: Integration of Visual Semantic Knowledge with Entity Synset Alignment
- Entity-Enriched Neural Models for Clinical Question Answering
LREC 2020
NER
- A French Corpus and Annotation Schema for Named Entity Recognition and Relation Extraction of Financial News
- SiNER: A Large Dataset for Sindhi Named Entity Recognition
- A Dataset of German Legal Documents for Named Entity Recognition
- Where are we in Named Entity Recognition from Speech?
- ScienceExamCER: A High-Density Fine-Grained Science-Domain Corpus for Common Entity Recognition
- Creating a Dataset for Named Entity Recognition in the Archaeology Domain
- A Broad-coverage Corpus for Finnish Named Entity Recognition
- Embeddings for Named Entity Recognition in Geoscience Portuguese Literature
- Establishing a New State-of-the-Art for French Named Entity Recognition
- Reconstructing NER Corpora: a Case Study on Bulgarian
- Building a Norwegian Lexical Resource for Medical Entity Recognition
- A Deeper Study on Features for Named Entity Recognition
EL
- Headword-Oriented Entity Linking: A Special Entity Linking Task with Dataset and Baseline
- CLEEK: A Chinese Long-text Corpus for Entity Linking
- KORE 50ˆDYWC: An Evaluation Data Set for Entity Linking Based on DBpedia, YAGO, Wikidata, and Crunchbase
- Building a Multimodal Entity Linking Dataset From Tweets
- Hedwig: A Named Entity Linker
Entity Typing
Entity Representations / Embeddings
misc
- A Study on Entity Resolution for Email Conversations
- Effort Estimation in Named Entity Tagging Tasks
- Multi-class Multilingual Classification of Wikipedia Articles Using Extended Named Entity Tag Set
- WEXEA: Wikipedia EXhaustive Entity Annotation
- Social Web Observatory: A Platform and Method for Gathering Knowledge on Entities from Different Textual Sources
- WN-Salience: A Corpus of News Articles with Entity Salience Annotations
- Towards Entity Spaces
- The STEM-ECR Dataset: Grounding Scientific Entity References in STEM Scholarly Content to Authoritative Encyclopedic and Lexicographic Sources
- A Myanmar (Burmese)-English Named Entity Transliteration Dictionary
- Cross-lingual Named Entity List Search via Transliteration
- Introducing RONEC - the Romanian Named Entity Corpus
- Czech Historical Named Entity Corpus v 1.0
- Named Entities in Medical Case Reports: Corpus and Experiments
- NorNE: Annotating Named Entities for Norwegian
- DaNE: A Named Entity Resource for Danish
- Fine-grained Named Entity Annotations for German Biographic Interviews
TACL 2019
NER
EL
Entity Typing
Entity Representations / Embeddings
misc
EMNLP-IJCNLP 2019 (2019/11/03 ~ 2019/11/07)
NER
- A Boundary-aware Neural Model for Nested Named Entity Recognition
- Similarity Based Auxiliary Classifier for Named Entity Recognition
- Hierarchical Meta-Embeddings for Code-Switching Named Entity Recognition
- Feature-Dependent Confusion Matrices for Low-Resource NER Labeling with Noisy Labels
- Improved Differentiable Architecture Search for Language Modeling and Named Entity Recognition
- Leverage Lexical Knowledge for Chinese Named Entity Recognition via Collaborative Graph Network
- Dependency-Guided LSTM-CRF for Named Entity Recognition
- A Little Annotation does a Lot of Good: A Study in Bootstrapping Low-resource Named Entity Recognizers
- Combining Spans into Entities: A Neural Two-Stage Approach for Recognizing Discontiguous Entities
- Gazetteer-Enhanced Attentive Neural Networks for Named Entity Recognition
- Multi-Task Learning for Chemical Named Entity Recognition with Chemical Compound Paraphrasing
- Weakly Supervised Attention Networks for Entity Recognition
- What Matters for Neural Cross-Lingual Named Entity Recognition: An Empirical Analysis
- PharmaCoNER: Pharmacological Substances, Compounds and proteins Named Entity Recognition track
- Deep neural model with enhanced embeddings for pharmaceutical and chemical entities recognition in Spanish clinical text
- Biomedical Named Entity Recognition with Multilingual BERT
- Transfer Learning in Biomedical Named Entity Recognition: An Evaluation of BERT in the PharmaCoNER task
- Linguistically Informed Relation Extraction and Neural Architectures for Nested Named Entity Recognition in BioNLP-OST 2019
- Robustness to Capitalization Errors in Named Entity Recognition
- Reinforcement-based denoising of distantly supervised NER with partial annotation
EL
- Learning Dynamic Context Augmentation for Global Entity Linking
- Fine-Grained Evaluation for Entity Linking
- Improving Fine-grained Entity Typing with Entity Linking
- Cross-lingual Joint Entity and Word Embedding to Improve Entity Linking and Parallel Sentence Mining
- Towards Zero-resource Cross-lingual Entity Linking
Entity Typing
- Fine-Grained Entity Typing via Hierarchical Multi Graph Convolutional Networks
- An Attentive Fine-Grained Entity Typing Model with Latent Type Representation
- Redcoat: A Collaborative Annotation Tool for Hierarchical Entity Typing
Entity Representations / Embeddings
- Jointly Learning Entity and Relation Representations for Entity Alignment
- EntEval: A Holistic Evaluation Benchmark for Entity Representations
- Semi-supervised Entity Alignment via Joint Knowledge Embedding Model and Cross-graph Model
- Entity, Relation, and Event Extraction with Contextualized Span Representations
- When Specialization Helps: Using Pooled Contextualized Embeddings to Detect Chemical and Biomedical Entities in Spanish
misc
- Entity-Consistent End-to-end Task-Oriented Dialogue System with KB Retriever
- Tackling Long-Tailed Relations and Uncommon Entities in Knowledge Graph Completion
- Learning to Bootstrap for Entity Set Expansion
- Leveraging 2-hop Distant Supervision from Table Entity Pairs for Relation Extraction
- Effective Use of Transformer Networks for Entity Tracking
- Modeling Multi-mapping Relations for Precise Cross-lingual Entity Alignment
- Entity Projection via Machine Translation for Cross-Lingual NER
- Referring Expression Generation Using Entity Profiles
- An Entity-Driven Framework for Abstractive Summarization
- Aligning Cross-Lingual Entities with Multi-Aspect Information
- Learning to Infer Entities, Properties and their Relations from Clinical Conversations
- CrossWeigh: Training Named Entity Tagger from Imperfect Annotations
- Entity resolution for noisy ASR transcripts
- NLNDE: Enhancing Neural Sequence Taggers with Attention and Noisy Channel for Robust Pharmacological Entity Detection
- An ensemble CNN method for biomedical entity normalization
- BOUN-ISIK Participation: An Unsupervised Approach for the Named Entity Normalization and Relation Extraction of Bacteria Biotopes
- Relation Prediction for Unseen-Entities Using Entity-Word Graphs
- Scalable graph-based method for individual named entity identification
- Multi-step Entity-centric Information Retrieval for Multi-Hop Question Answering
- Relation Extraction among Multiple Entities Using a Dual Pointer Network with a Multi-Head Attention Mechanism
CoNLL 2019 (2019/11/03 ~ 2019/11/04)
NER
- Named Entity Recognition - Is There a Glass Ceiling?
- Named Entity Recognition with Partially Annotated Training Data
- BIOfid Dataset: Publishing a German Gold Standard for Named Entity Recognition in Historical Biodiversity Literature
EL
Entity Typing
Entity Representations / Embeddings
misc
- Learning a Unified Named Entity Tagger from Multiple Partially Annotated Corpora for Efficient Adaptation
- Neural Attentive Bag-of-Entities Model for Text Classification
- MrMep: Joint Extraction of Multiple Relations and Multiple Entity Pairs Based on Triplet Attention
ACL 2019 (2019/07/28 ~ 2019/08/02)
NER
- A Joint Named-Entity Recognizer for Heterogeneous Tag-sets Using a Tag Hierarchy
- Multi-grained Named Entity Recognition
- A Neural Multi-digraph Model for Chinese NER with Gazetteers
- Distantly Supervised Named Entity Recognition using Positive-Unlabeled Learning
- Cross-Domain NER using Cross-Domain Language Modeling
- Dual Adversarial Neural Transfer for Low-Resource Named Entity Recognition
- NNE: A Dataset for Nested Named Entity Recognition in English Newswire
- Towards Improving Neural Named Entity Recognition with Gazetteers
- Neural Architectures for Nested NER through Linearization
- A Prism Module for Semantic Disentanglement in Name Entity Recognition
- A Semi-Markov Structured Support Vector Machine Model for High-Precision Named Entity Recognition
- Corpus Creation and Analysis for Named Entity Recognition in Telugu-English Code-Mixed Social Media Data
- Joint Learning of Named Entity Recognition and Entity Linking
- Embedding Strategies for Specialized Domains: Application to Clinical Entity Recognition
- Contributions to Clinical Named Entity Recognition in Portuguese
- Improving Chemical Named Entity Recognition in Patents with Contextualized Word Embeddings
- LasigeBioTM at MEDIQA 2019: Biomedical Question Answering using Bidirectional Transformers and Named Entity Recognition
- The Second Cross-Lingual Challenge on Recognition, Normalization, Classification, and Linking of Named Entities across Slavic Languages
- BSNLP2019 Shared Task Submission: Multisource Neural NER Transfer
- TLR at BSNLP2019: A Multilingual Named Entity Recognition System
- Tuning Multilingual Transformers for Language-Specific Named Entity Recognition
- Multilingual Named Entity Recognition Using Pretrained Embeddings, Attention Mechanism and NCRF
- JRC TMA-CC: Slavic Named Entity Recognition and Linking. Participation in the BSNLP-2019 shared task
- Towards Robust Named Entity Recognition for Historic German
- Learning Multilingual Meta-Embeddings for Code-Switching Named Entity Recognition
- Arabic Named Entity Recognition: What Works and What’s Next
- Augmenting Named Entity Recognition with Commonsense Knowledge
EL
- Boosting Entity Linking Performance by Leveraging Unlabeled Documents
- Zero-Shot Entity Linking by Reading Entity Descriptions
- Distant Learning for Entity Linking with Automatic Noise Detection
Entity Typing
Entity Representations / Embeddings
- Generating Logical Forms from Graph Representations of Text and Entities
- Exploiting Entity BIO Tag Embeddings and Multi-task Learning for Relation Extraction with Imbalanced Data
- ERNIE: Enhanced Language Representation with Informative Entities
- Improving Neural Entity Disambiguation with Graph Embeddings
misc
- Coreference Resolution with Entity Equalization
- Joint Entity Extraction and Assertion Detection for Clinical Text
- Entity-Relation Extraction as Multi-Turn Question Answering
- Joint Type Inference on Entities and Relations via Graph Convolutional Networks
- GraphRel: Modeling Text as Relational Graphs for Joint Entity and Relation Extraction
- Multi-Channel Graph Neural Network for Entity Alignment
- Data-to-text Generation with Entity Modeling
- Entity-Centric Contextual Affective Analysis
- Revisiting Joint Modeling of Cross-document Entity and Event Coreference Resolution
- Sequence-to-Nuggets: Nested Entity Mention Detection via Anchor-Region Networks
- Low-resource Deep Entity Resolution with Transfer and Active Learning
- The Referential Reader: A Recurrent Entity Network for Anaphora Resolution
- Unsupervised Induction of Ukrainian Morphological Paradigms for the New Lexicon: Extending Coverage for Named Entities and Neologisms using Inflection Tables and Unannotated Corpora
- Entity-level Classification of Adverse Drug Reactions: a Comparison of Neural Network Models
NAACL 2019 (2019/06/02 ~ 2019/06/07)
NER
- Entity Recognition at First Sight: Improving NER with Eye Movement Information
- Pooled Contextualized Embeddings for Named Entity Recognition
- Better Modeling of Incomplete Annotations for Named Entity Recognition
- Knowledge-Augmented Language Model and Its Application to Unsupervised Named-Entity Recognition
- Practical, Efficient, and Customizable Active Learning for Named Entity Recognition in the Digital Humanities
- CAN-NER: Convolutional Attention Network for Chinese Named Entity Recognition
- Cross-lingual Transfer Learning for Japanese Named Entity Recognition
- Audio De-identification - a New Entity Recognition Task
- Hierarchical Nested Named Entity Recognition
EL
- Old is Gold: Linguistic Driven Approach for Entity and Relation Linking of Short Text
- What do Entity-Centric Models Learn? Insights from Entity Linking in Multi-Party Dialogue
- Medical Entity Linking using Triplet Network
Entity Typing
- Imposing Label-Relational Inductive Bias for Extremely Fine-Grained Entity Typing
- Description-Based Zero-shot Fine-Grained Entity Typing
- Learning to Denoise Distantly-Labeled Data for Entity Typing
- Improving Distantly-supervised Entity Typing with Compact Latent Space Clustering
Entity Representations / Embeddings
misc
- Tracking Discrete and Continuous Entity State for Process Understanding
- BAG: Bi-directional Attention Entity Graph Convolutional Network for Multi-hop Reasoning Question Answering
- PoMo: Generating Entity-Specific Post-Modifiers in Context
- Graph Pattern Entity Ranking Model for Knowledge Graph Completion
- An annotated dataset of literary entities
- Multilingual Entity, Relation, Event and Human Value Extraction
- Evaluation of named entity coreference
- Entity Decisions in Neural Language Modelling: Approaches and Problems
- Cross-lingual NIL Entity Clustering for Low-resource Languages
TACL 2018
NER
EL
Entity Typing
Entity Representations / Embeddings
misc
EMNLP 2018 (2018/10/31 ~ 2018/11/04)
NER
- DeFactoNLP: Fact Verification using Entity Recognition, TFIDF Vector Comparison and Decomposable Attention
- Exploring Named Entity Recognition As an Auxiliary Task for Slot Filling in Conversational Language Understanding
- Adversarial Transfer Learning for Chinese Named Entity Recognition with Self-Attention Mechanism
- Neural Cross-Lingual Named Entity Recognition with Minimal Resources
- Neural Adaptation Layers for Cross-domain Named Entity Recognition
- Marginal Likelihood Training of BiLSTM-CRF for Biomedical Named Entity Recognition from Disjoint Label Sets
- Deep Exhaustive Model for Nested Named Entity Recognition
- On the Strength of Character Language Models for Multilingual Named Entity Recognition
- Comparing CNN and LSTM character-level embeddings in BiLSTM-CRF models for chemical and disease named entity recognition
- In-domain Context-aware Token Embeddings Improve Biomedical Named Entity Recognition
- Empirical Evaluation of Character-Based Model on Neural Named-Entity Recognition in Indonesian Conversational Texts
- Low-resource named entity recognition via multi-source projection: Not quite there yet?
EL
- SIRIUS-LTG: An Entity Linking Approach to Fact Extraction and Verification
- Integrating Entity Linking and Evidence Ranking for Fact Extraction and Verification
- Effective Use of Context in Noisy Entity Linking
- Entity Linking within a Social Media Platform: A Case Study on Yelp
- Joint Multilingual Supervision for Cross-lingual Entity Linking
Entity Typing
- Put It Back: Entity Typing with Language Model Enhancement
- Zero-Shot Open Entity Typing as Type-Compatible Grounding
- Multi-Multi-View Learning: Multilingual and Multi-Representation Entity Typing
- Building Context-aware Clause Representations for Situation Entity Type Classification
Entity Representations / Embeddings
misc
- A Comparison of Entity Matching Methods between English and Japanese Katakana
- Entity Tracking Improves Cloze-style Reading Comprehension
- Mapping Text to Knowledge Graph Entities using Multi-Sense LSTMs
- Regular Expression Guided Entity Mention Mining from Noisy Web Data
- Annotation of a Large Clinical Entity Corpus
- Learning Named Entity Tagger using Domain-Specific Dictionary
- Extracting Entities and Relations with Joint Minimum Risk Training
- Neural Transition Based Parsing of Web Queries: An Entity Based Approach
- Adversarial training for multi-context joint entity and relation extraction
- Multi-Task Identification of Entities, Relations, and Coreference for Scientific Knowledge Graph Construction
- Content Explorer: Recommending Novel Entities for a Document Writer
- Entity-aware Image Caption Generation
- Frame- and Entity-Based Knowledge for Common-Sense Argumentative Reasoning
CoNLL 2018 (2018/10/31 ~ 2018/11/01)
NER
EL
Entity Typing
Entity Representations / Embeddings
misc
- A Trio Neural Model for Dynamic Entity Relatedness Ranking
- Latent Entities Extraction: How to Extract Entities that Do Not Appear in the Text?
COLING 2018 (2018/08/20 ~ 2018/08/26)
NER
- An Empirical Study on Fine-Grained Named Entity Recognition
- Robust Lexical Features for Improved Neural Network Named-Entity Recognition
- Transfer Learning for Entity Recognition of Novel Classes
- Improving Named Entity Recognition by Jointly Learning to Disambiguate Morphological Tags
- A Survey on Recent Advances in Named Entity Recognition from Deep Learning models
- Distantly Supervised NER with Partial Annotation Learning and Reinforcement Learning
- Learning to Progressively Recognize New Named Entities with Sequence to Sequence Models
EL
- They Exist! Introducing Plural Mentions to Coreference Resolution and Entity Linking
- Systematic Study of Long Tail Phenomena in Entity Linking
- Neural Collective Entity Linking
Entity Typing
Entity Representations / Embeddings
- Representation Learning of Entities and Documents from Knowledge Base Descriptions
- Exploiting Structure in Representation of Named Entities using Active Learning
- An Exploration of Three Lightly-supervised Representation Learning Approaches for Named Entity Classification
misc
- Design Challenges in Named Entity Transliteration
- A Practical Incremental Learning Framework For Sparse Entity Extraction
- Multilevel Heuristics for Rationale-Based Entity Relation Classification in Sentences
- Joint Neural Entity Disambiguation with Output Space Search
- Neural Machine Translation Incorporating Named Entity
- Utilizing Graph Measure to Deduce Omitted Entities in Paragraphs
ACL 2018 (2018/07/15 ~ 2018/07/20)
NER
- GHHT at CALCS 2018: Named Entity Recognition for Dialectal Arabic Using Neural Networks
- Simple Features for Strong Performance on Named Entity Recognition in Code-Switched Twitter Data
- Bilingual Character Representation for Efficiently Addressing Out-of-Vocabulary Words in Code-Switching Named Entity Recognition
- Named Entity Recognition on Code-Switched Data Using Conditional Random Fields
- Multilingual Named Entity Recognition on Spanish-English Code-switched Tweets using Support Vector Machines
- Named Entity Recognition on Code-Switched Data: Overview of the CALCS 2018 Shared Task
- IIT (BHU) Submission for the ACL Shared Task on Named Entity Recognition on Code-switched Data
- Code-Switched Named Entity Recognition with Embedding Attention
- Chinese NER Using Lattice LSTM
- Named Entity Recognition With Parallel Recurrent Neural Networks
- A Named Entity Recognition Shootout for German
- A Study of the Importance of External Knowledge in the Named Entity Recognition Task
- Recognizing Complex Entity Mentions: A Review and Future Directions
- Language Identification and Named Entity Recognition in Hinglish Code Mixed Tweets
- Embedding Transfer for Low-Resource Medical Named Entity Recognition: A Case Study on Patient Mobility
- Bacteria and Biotope Entity Recognition Using A Dictionary-Enhanced Neural Network Model
- Connecting Distant Entities with Induction through Conditional Random Fields for Named Entity Recognition: Precursor-Induced CRF
- Named Entity Recognition for Hindi-English Code-Mixed Social Media Text
EL
- Hierarchical Losses and New Resources for Fine-grained Entity Typing and Linking
- LinkNBed: Multi-Graph Representation Learning with Entity Linkage
- Improving Entity Linking by Modeling Latent Relations between Mentions
- Neural Cross-Lingual Coreference Resolution And Its Application To Entity Linking
- Multi-lingual Entity Discovery and Linking
- A Sequence Learning Method for Domain-Specific Entity Linking
Entity Typing
Entity Representations / Embeddings
- A Framework for Developing and Evaluating Word Embeddings of Drug-named Entity
- Comparison of Representations of Named Entities for Document Classification
- Knowledge Graph Embedding with Numeric Attributes of Entities
- Jointly Embedding Entities and Text with Distant Supervision
misc
- Coherence Modeling of Asynchronous Conversations: A Neural Entity Grid Approach
- Entity-Centric Joint Modeling of Japanese Coreference Resolution and Predicate Argument Structure Analysis
- Multimodal Named Entity Disambiguation for Noisy Social Media Posts
- Building Language Models for Text with Named Entities
- Entity-Duet Neural Ranking: Understanding the Role of Knowledge Graph Semantics in Neural Information Retrieval
- A Walk-based Model on Entity Graphs for Relation Extraction
- Improving Topic Quality by Promoting Named Entities in Topic Modeling
- diaNED: Time-Aware Named Entity Disambiguation for Diachronic Corpora
- Ontology alignment in the biomedical domain using entity definitions and context
- Proceedings of the Seventh Named Entities Workshop
- Automatic Extraction of Entities and Relation from Legal Documents
- Forms of Anaphoric Reference to Organisational Named Entities: Hoping to widen appeal, they diversified
- Named-Entity Tagging and Domain adaptation for Better Customized Translation
- Report of NEWS 2018 Named Entity Transliteration Shared Task
- Neural Machine Translation Techniques for Named Entity Transliteration
NAACL 2018 (2018/06/01 ~ 2018/06/06)
NER
- Label-Aware Double Transfer Learning for Cross-Specialty Medical Named Entity Recognition
- Multimodal Named Entity Recognition for Short Social Media Posts
- Nested Named Entity Recognition Revisited
- Modeling Noisiness to Recognize Named Entities using Multitask Neural Networks on Social Media
- A Neural Layered Model for Nested Named Entity Recognition
- Improve Neural Entity Recognition via Multi-Task Data Selection and Constrained Decoding
EL
- ELDEN: Improved Entity Linking Using Densified Knowledge Graphs
- Cross-language Article Linking Using Cross-Encyclopedia Entity Embedding
- ELISA-EDL: A Cross-lingual Entity Extraction, Linking and Localization System
Entity Typing
- Neural Fine-Grained Entity Type Classification with Hierarchy-Aware Loss
- Zero-Shot Question Generation from Knowledge Graphs for Unseen Predicates and Entity Types
Entity Representations / Embeddings
- Entity Commonsense Representation for Neural Abstractive Summarization
- Neural Text Generation in Stories Using Entity Representations as Context
misc
- Collective Entity Disambiguation with Structured Gradient Tree Boosting
- Recurrent Entity Networks with Delayed Memory Update for Targeted Aspect-Based Sentiment Analysis
- Structure Regularized Neural Network for Entity Relation Classification for Chinese Literature Text
- Benchmarks and models for entity-oriented polarity detection
- Entity Resolution and Location Disambiguation in the Ancient Hindu Temples Domain using Web Data
- Event versus entity co-reference: Effects of context and form of referring expression
LREC 2018 (2018/05/07 ~ 2018/05/12)
NER
- Building Named Entity Recognition Taggers via Parallel Corpora
- BiLSTM-CRF for Persian Named-Entity Recognition ArmanPersoNERCorpus: the First Entity-Annotated Persian Dataset
- A German Corpus for Fine-Grained Named Entity Recognition and Relation Extraction of Traffic and Industry Events
- A Corpus Study and Annotation Schema for Named Entity Recognition and Relation Extraction of Business Products
- Portuguese Named Entity Recognition using Conditional Random Fields and Local Grammars
- M-CNER: A Corpus for Chinese Named Entity Recognition in Multi-Domains
- SlugNERDS: A Named Entity Recognition Tool for Open Domain Dialogue Systems
- Transfer Learning for Named-Entity Recognition with Neural Networks
EL
Entity Typing
Entity Representations / Embeddings
- Combining rule-based and embedding-based approaches to normalize textual entities with an ontology
- Extended HowNet 2.0 – An Entity-Relation Common-Sense Representation Model
misc
- Medical Entity Corpus with PICO elements and Sentiment Analysis
- A Deep Neural Network based Approach for Entity Extraction in Code-Mixed Indian Social Media Text
- A Multilingual Test Collection for the Semantic Search of Entity Categories
- Adding Syntactic Annotations to Flickr30k Entities Corpus for Multimodal Ambiguous Prepositional-Phrase Attachment Resolution
TACL 2017
NER
EL
Entity Typing
Entity Representations / Embeddings
misc
IJCNLP 2017 (2017/11/27 ~ 2017/12/01)
NER
- WiNER: A Wikipedia Annotated Corpus for Named Entity Recognition
- Named Entity Recognition with Stack Residual LSTM and Trainable Bias Decoding
- Low-Resource Named Entity Recognition with Cross-lingual, Character-Level Neural Conditional Random Fields
- Segment-Level Neural Conditional Random Fields for Named Entity Recognition
- A Multi-task Learning Approach to Adapting Bilingual Word Embeddings for Cross-lingual Named Entity Recognition
EL
Entity Typing
Entity Representations / Embeddings
misc
- Domain-Adaptable Hybrid Generation of RDF Entity Descriptions
- ES-LDA: Entity Summarization using Knowledge-based Topic Modeling
- A Neural Language Model for Dynamically Representing the Meanings of Unknown Words and Entities in a Discourse
EMNLP 2017 (2017/09/07 ~ 2017/09/11)
NER
- Cheap Translation for Cross-Lingual Named Entity Recognition
- Leveraging Linguistic Structures for Named Entity Recognition with Bidirectional Recursive Neural Networks
- Fast and Accurate Entity Recognition with Iterated Dilated Convolutions
EL
- Entity Linking for Queries by Searching Wikipedia Sentences
- Entity Linking via Joint Encoding of Types, Descriptions, and Context
Entity Typing
Entity Representations / Embeddings
misc
- World Knowledge for Reading Comprehension: Rare Entity Prediction with Hierarchical LSTMs Using External Descriptions
- Identifying civilians killed by police with distantly supervised entity-event extraction
- Global Normalization of Convolutional Neural Networks for Joint Entity and Relation Classification
- Deep Joint Entity Disambiguation with Local Neural Attention
CoNLL 2017 (2017/08/03 ~ 2017/08/04)
NER
EL
Entity Typing
Entity Representations / Embeddings
misc
- Named Entity Disambiguation for Noisy Text
- A Joint Model for Semantic Sequences: Frames, Entities, Sentiments
ACL 2017 (2017/07/30 ~ 2017/08/04)
NER
- A Local Detection Approach for Named Entity Recognition and Mention Detection
- Weakly Supervised Cross-Lingual Named Entity Recognition via Effective Annotation and Representation Projection
- Extended Named Entity Recognition API and Its Applications in Language Education
EL
Entity Typing
Entity Representations / Embeddings
misc
- Apples to Apples: Learning Semantics of Common Entities Through a Novel Comprehension Task
- Going out on a limb: Joint Extraction of Entity Mentions and Relations without Dependency Trees
- Joint Extraction of Entities and Relations Based on a Novel Tagging Scheme
- English Multiword Expression-aware Dependency Parsing Including Named Entities
EACL 2017 (2017/04/03 ~ 2017/04/07)
NER
- Named Entity Recognition in the Medical Domain with Constrained CRF Models
- F-Score Driven Max Margin Neural Network for Named Entity Recognition in Chinese Social Media
EL
Entity Typing
- Fine-Grained Entity Type Classification by Jointly Learning Representations and Label Embeddings
- Noise Mitigation for Neural Entity Typing and Relation Extraction
- Neural Architectures for Fine-grained Entity Type Classification
Entity Representations / Embeddings
- Multi-level Representations for Fine-Grained Typing of Knowledge Base Entities
- Entity Extraction in Biomedical Corpora: An Approach to Evaluate Word Embedding Features with PSO based Feature Selection
misc
- Chains of Reasoning over Entities, Relations, and Text using Recurrent Neural Networks
- Generalizing to Unseen Entities and Entity Pairs with Row-less Universal Schema
- SMARTies: Sentiment Models for Arabic Target entities
- Grouping business news stories based on salience of named entities
- End-to-End Trainable Attentive Decoder for Hierarchical Entity Classification
TACL 2016
NER
- J-NERD: Joint Named Entity Recognition and Disambiguation with Rich Linguistic Features
- Named Entity Recognition with Bidirectional LSTM-CNNs
EL
Entity Typing
Entity Representations / Embeddings
misc
COLING 2016 (2016/12/11 ~ 2016/12/16)
NER
- Mongolian Named Entity Recognition System with Rich Features
- CharNER: Character-Level Named Entity Recognition
- Named Entity Recognition for Linguistic Rapid Response in Low-Resource Languages: Sorani Kurdish and Tajik
- Broad Twitter Corpus: A Diverse Named Entity Recognition Resource
- PersoNER: Persian Named-Entity Recognition
EL
- Joint Learning of Local and Global Features for Entity Linking via Neural Networks
- TASTY: Interactive Entity Linking As-You-Type
Entity Typing
Entity Representations / Embeddings
misc
- Bitext Name Tagging for Cross-lingual Entity Annotation Projection
- Named Entity Disambiguation for little known referents: a topic-based approach
- Extracting Spatial Entities and Relations in Korean Text
- Table Filling Multi-Task Recurrent Neural Network for Joint Entity and Relation Extraction
- First Story Detection using Entities and Relations
- Experiments in Candidate Phrase Selection for Financial Named Entity Extraction - A Demo
- Illinois Cross-Lingual Wikifier: Grounding Entities in Many Languages to the English Wikipedia
- MAGES: A Multilingual Angle-integrated Grouping-based Entity Summarization System
EMNLP 2016 (2016/11/01 ~ 2016/11/05)
NER
- Learning to Recognize Discontiguous Entities
- Named Entity Recognition for Novel Types by Transfer Learning
- Improving Multilingual Named Entity Recognition with Wikipedia Entity Type Mapping
- Phonologically Aware Neural Model for Named Entity Recognition in Low Resource Transfer Settings
EL
Entity Typing
Entity Representations / Embeddings
misc
- Lifelong-RL: Lifelong Relaxation Labeling for Separating Entities and Aspects in Opinion Targets
- Generating Abbreviations for Chinese Named Entities Using Recurrent Neural Network with Dynamic Dictionary
CoNLL 2016 (2016/08/11 ~ 2016/08/12)
NER
EL
Entity Typing
Entity Representations / Embeddings
- Joint Learning of the Embedding of Words and Entities for Named Entity Disambiguation
- Entity Disambiguation by Knowledge and Text Jointly Embedding
misc
ACL 2016 (2016/08/07 ~ 2016/08/12)
NER
- Recognizing Salient Entities in Shopping Queries
- Improving Named Entity Recognition for Chinese Social Media with Word Segmentation Representation Learning
- Domain Specific Named Entity Recognition Referring to the Real World by Deep Neural Networks
- Bootstrapped Text-level Named Entity Recognition for Literature
EL
- Which Coreference Evaluation Metric Do You Trust? A Proposal for a Link-based Entity Aware Metric
- One for All: Towards Language Independent Named Entity Linking
Entity Typing
Entity Representations / Embeddings
- Improving Coreference Resolution by Learning Entity-Level Distributed Representations
- Leveraging Lexical Resources for Learning Entity Embeddings in Multi-Relational Data
misc
- A Multi-media Approach to Cross-lingual Entity Knowledge Transfer
- Collective Entity Resolution with Multi-Focal Attention
- Investigating LSTMs for Joint Extraction of Opinion Entities and Relations
- Beyond Plain Spatial Knowledge: Determining Where Entities Are and Are Not Located, and For How Long
- Situation entity types: automatic classification of clause-level aspect
- Alleviating Poor Context with Background Knowledge for Named Entity Disambiguation
- An Entity-Focused Approach to Generating Company Descriptions
- Building a Corpus for Japanese Wikification with Fine-Grained Entity Classes
- DeepLife: An Entity-aware Search, Analytics and Exploration Platform for Health and Life Sciences
- JEDI: Joint Entity and Relation Detection using Type Inference
NAACL 2016 (2016/06/12 ~ 2016/06/17)
NER
- An Empirical Study of Automatic Chinese Word Segmentation for Spoken Language Understanding and Named Entity Recognition
- Neural Architectures for Named Entity Recognition
EL
Entity Typing
Entity Representations / Embeddings
- STransE: a novel embedding model of entities and relationships in knowledge bases
- Dynamic Entity Representation with Max-pooling Improves Machine Reading
misc
- Entity-balanced Gaussian pLSA for Automated Comparison
- Joint Extraction of Events and Entities within a Document Context
- Unsupervised Ranking Model for Entity Coreference Resolution
LREC 2016 (2016/05/23 ~ 2016/05/28)
NER
- Named Entity Recognition on Twitter for Turkish using Semi-supervised Learning with Word Embeddings
- Domain Adaptation for Named Entity Recognition Using CRFs
- Name Translation based on Fine-grained Named Entity Recognition in a Single Language
- The ACL RD-TEC 2.0: A Language Resource for Evaluating Term Extraction and Entity Recognition Methods
- WTF-LOD - A New Resource for Large-Scale NER Evaluation
- Government Domain Named Entity Recognition for South African Languages
- Incorporating Lexico-semantic Heuristics into Coreference Resolution Sieves for Named Entity Recognition at Document-level
- An Open Corpus for Named Entity Recognition in Historic Newspapers
EL
- Cross-lingual Linking of Multi-word Entities and their corresponding Acronyms
- SemLinker, a Modular and Open Source Framework for Named Entity Discovery and Linking
- Context-enhanced Adaptive Entity Linking
- Entity Linking with a Paraphrase Flavor
- Generating a Large-Scale Entity Linking Dictionary from Wikipedia Link Structure and Article Text
- ELMD: An Automatically Generated Entity Linking Gold Standard Dataset in the Music Domain
- A Regional News Corpora for Contextualized Entity Discovery and Linking
- Evaluating Entity Linking: An Analysis of Current Benchmark Datasets and a Roadmap for Doing a Better Job
Entity Typing
Entity Representations / Embeddings
misc
- Adapting an Entity Centric Model for Portuguese Coreference Resolution
- E-TIPSY: Search Query Corpus Annotated with Entities, Term Importance, POS Tags, and Syntactic Parses
- A comparison of Named-Entity Disambiguation and Word Sense Disambiguation
- Crowdsourced Corpus with Entity Salience Annotations
- Annotating Named Entities in Consumer Health Questions
- Named Entity Resources - Overview and Outlook
- Parallel Chinese-English Entities, Relations and Events Corpora
- Typed Entity and Relation Annotation on Computer Science Papers
TACL 2015
NER
EL
Entity Typing
Entity Representations / Embeddings
misc
- One Vector is Not Enough: Entity-Augmented Distributed Semantics for Discourse Relations
- Plato: A Selective Context Model for Entity Resolution
EMNLP 2015 (2015/09/17 ~ 2015/09/21)
NER
- Named entity recognition with document-specific KB tag gazetteers
- Named Entity Recognition for Chinese Social Media with Jointly Trained Embeddings
- Joint Entity Recognition and Disambiguation
EL
- Language and Domain Independent Entity Linking with Quantified Collective Validation
- C3EL: A Joint Model for Cross-Document Co-Reference Resolution and Entity Linking
Entity Typing
- Corpus-level Fine-grained Entity Typing Using Contextual Information
- FINET: Context-Aware Fine-Grained Named Entity Typing
Entity Representations / Embeddings
- Aligning Knowledge and Text Embeddings by Entity Descriptions
- ERSOM: A Structural Ontology Matching Approach Using Automatically Learned Entity Representation
misc
- Joint Prediction for Entity/Event-Level Sentiment Analysis using Probabilistic Soft Logic Models
- An Entity-centric Approach for Overcoming Knowledge Graph Sparsity
- Name List Only? Target Entity Disambiguation in Short Texts
- Biography-Dependent Collaborative Entity Archiving for Slot Filling
- Extracting Relations between Non-Standard Entities using Distant Supervision and Imitation Learning
- Knowledge Base Inference using Bridging Entities
CoNLL 2015 (2015/07/30 ~ 2015/07/31)
NER
EL
- Entity Linking Korean Text: An Unsupervised Learning Approach using Semantic Relations
- Linking Entities Across Images and Text
Entity Typing
Entity Representations / Embeddings
misc
ACL-IJCNLP 2015 (2015/07/26 ~ 2015/07/31)
NER
- Improving Named Entity Recognition in Tweets via Detecting Non-Standard Words
- Cross-lingual Transfer of Named Entity Recognizers without Parallel Corpora
EL
- S-MART: Novel Tree-based Structured Learning Algorithms Applied to Tweet Entity Linking
- Sieve-Based Entity Linking for the Biomedical Domain
- Visual Error Analysis for Entity Linking
Entity Typing
Entity Representations / Embeddings
misc
- Low-Rank Regularization for Sparse Conjunctive Feature Spaces: An Application to Named Entity Classification
- Generative Event Schema Induction with Entity Disambiguation
- Entity Retrieval via Entity Factoid Hierarchy
- Learning to Explain Entity Relationships in Knowledge Graphs
- Context-aware Entity Morph Decoding
- Multi-Objective Optimization for the Joint Disambiguation of Nouns and Named Entities
- Sparse, Contextually Informed Models for Irony Detection: Exploiting User Communities, Entities and Sentiment
- Entity-Centric Coreference Resolution with Model Stacking
- NEED4Tweet: A Twitterbot for Tweets Named Entity Extraction and Disambiguation
NAACL 2015 (2015/05/31 ~ 2015/06/05)
NER
- The Unreasonable Effectiveness of Word Representations for Twitter Named Entity Recognition
- Enhancing Sumerian Lemmatization by Unsupervised Named-Entity Recognition
EL
- Entity Linking for Spoken Language
- Unsupervised Entity Linking with Abstract Meaning Representation
- ELCO3: Entity Linking with Corpus Coherence Combining Open Source Annotators