BioReason-Pro SFT Overview

BioReason-Pro SFT is a supervised fine-tuned (SFT) checkpoint of the BioReason-Pro model, developed by wanglab. This model is engineered for multimodal biological reasoning, specifically targeting protein function prediction.

Key Capabilities

• Multimodal Integration: Combines ESM3 protein embeddings, a GO (Gene Ontology) graph encoder, and additional biological context such as InterPro domains and STRING interactions.
• Structured Reasoning: Utilizes a Qwen3-4B backbone to generate detailed, structured reasoning traces alongside functional annotations.
• Protein Function Prediction: Optimized to accurately predict and explain protein functions by leveraging diverse biological data sources.

Good For

• Researchers and developers working on protein bioinformatics and functional genomics.
• Applications requiring interpretable protein function predictions with supporting reasoning.
• Tasks involving the integration of various biological data types for deeper insights into protein mechanisms.

For full setup instructions and local inference guides, refer to the BioReason-Pro GitHub repository. The model was trained using the wanglab/bioreason-pro-sft-reasoning-data dataset.