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Making Reasoning Matter: Measuring and Improving Faithfulness of Chain-of-Thought Reasoning :rocket:

Repo in Progress ...

Official implementation of 📖 Making Reasoning Matter: Measuring and Improving Faithfulness of Chain-of-Thought Reasoning

🔗 Blog Post

🔍 Contents

• 🌟 Overview
• 🌟 Method
• 🔥 Dependencies
• 🔥 Setup
• 🔥 Data
• 🔥 Models
• 🚩 Citation

Dependencies

• compatible with python 3.8
• dependencies can be installed using requirements.txt
• The codebase is built around Hugging Face ecosystem and wandb (for monitoring and experiment management).

Install VirtualEnv using the following (optional):

$ [sudo] pip install virtualenv

Create and activate your virtual environment (optional):

$ virtualenv -p python3 venv
$ source venv/bin/activate

Install all the required packages:

$ pip install -r requirements.txt

Data

Setup

Start by cloning the repository:

git clone git@github.com:debjitpaul/Causal_CoT.git

Citation

@misc{debjit2024frodo,
  title={Making Reasoning Matter: Measuring and Improving Faithfulness of Chain-of-Thought Reasoning}, 
  author={Debjit Paul, Robert West, Antoine Bosselut and Boi Faltings}
  year={2024},
  eprint={2402.13950},
  archivePrefix={arXiv},
  primaryClass={cs.CL}}