Awesome
NETE (NEural TEmplate)
Papers
- Lei Li, Yongfeng Zhang, Li Chen. Generate Neural Template Explanations for Recommendation. CIKM'20. [Paper]
- Lei Li, Li Chen, Yongfeng Zhang. Towards Controllable Explanation Generation for Recommender Systems via Neural Template. WWW'20 Demo. [Paper]
A small unpretrained Transformer version is available at PETER!
A large pretrained GPT-2 version is available at PEPLER!
A small ecosystem for Recommender Systems-based Natural Language Generation is available at NLG4RS!
Code dependencies
- TensorFlow 1.4
- Python 3.6
Datasets to download
- Amazon Movies & TV
- TripAdvisor Hong Kong
- Yelp 2019
For those who are interested in how to obtain (feature, opinion, template, sentiment) quadruples, please refer to Sentires-Guide.
Citations
@inproceedings{CIKM20-NETE,
title={Generate Neural Template Explanations for Recommendation},
author={Li, Lei and Zhang, Yongfeng and Chen, Li},
booktitle={CIKM},
year={2020}
}
@inproceedings{WWW20-NETE,
title={Towards Controllable Explanation Generation for Recommender Systems via Neural Template},
author={Li, Lei and Chen, Li and Zhang, Yongfeng},
booktitle={WWW Demo},
year={2020}
}