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title: FeeL emoji: 🚀 colorFrom: blue colorTo: gray sdk: gradio sdk_version: 5.10.0 app_file: app/app.py pinned: false

FeeL

Platform developed at MIT in collaboration with the HuggingFace platform and with inputs from IBM, Cohere, KAIST, and other independent collaborators. Aimed at improving performance of existing open source Large Language Models through real-time human feedback loop.

This repository hosts the development of a novel automated RLHF platform where the community can provide feedback which is then immediately integrated and used to improve the models in real time. The feedback is automatically integrated into an RLHF pipeline to continuously fine-tune and improve the models.

What is Feel?

A community-driven project to improve multilingual capabilities in Large Language Models (LLMs). Leverages feedback from users and automated RLHF pipelines to continuously improve model performance.

Why FeeL?

FeeL = Feedback Loop. It is a platform that enables the community to provide real-time feedback on language models. The feedback is automatically integrated into an RLHF pipeline to continuously fine-tune and improve the models.

Repository Structure

The repository is organized as follows:

ml/                # Directory for machine learning code
├── README.md      # Dataset schema and project structure
├── data/          # Directory for dataset files
├── models/        # Directory for model files
app/               # Directory for application code
├── app.py         # Main application file

Installation

The repository uses uv for managing virtual environments. To install uv, go here. Create a virtual environment.

uv venv --python 3.11

Activate the virtual environment

source .venv/bin/activate

Sync the dependencies

uv sync --all-groups

To install the required dependencies, run the following commands:

ML Dependencies

uv sync --group ml

App Dependencies

uv sync --group app

Sync with Hugging Face Space

First, add the remote

git remote add hf https://huggingface.co/spaces/feel-fl/open-human-feedback-chat

Push to the remote branch

git push hf main