omnigene4-sft-data / README.md
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metadata
license: cc-by-4.0
language:
  - en
  - zh
size_categories:
  - 100K<n<1M
task_categories:
  - text-generation
  - question-answering
tags:
  - biology
  - protein
  - DNA
  - bioinformatics

OmniGene-4 SFT corpus

Supervised fine-tuning data for the OmniGene-4 / OmniGene-4-MM family. See https://github.com/maris205/omnigene4 for the training scripts that consume these files.

Files

File Rows Used by Description
bio_sft_v2_train.jsonl ~179K Bio-SFT v2 Eight task families: protein homology (BioPAWS), DNA, structure (3Di/DSSP), cell biology, molecules, mutation, structure prediction, general bio QA
distill_seed.jsonl ~6K seed-only Initial distillation seed used to bootstrap the v2 corpus
train/omnigene_sft_v1_train.jsonl ~179K SFT v3 base Same as v2 with cleaner schema and Alpaca template
train/omnigene_sft_v1_train_with_remote.jsonl ~199K SFT v3-v5 (final) Above + 20K BioPAWS protein_pair_remote rows; this is the file used by Bio-SFT v3, v4, v5, and the OmniGene-4-MM Stage 2/3 LoRA training
eval/omnigene_sft_v1_eval.jsonl ~1.5K held-out eval Used by 40-eval_omnigene4mm.py, 60-eval_stage2.py, 92-eval_stage3v3.py, etc.
master/omnigene_sft_v1_master.jsonl ~285K (intermediate) Pre-split master corpus before train/eval split
master/cell_sft_master.jsonl ~37K task subset Cell-biology SFT subset
master/mol_sft_master.jsonl ~50K task subset Molecule SFT subset
stats/data_mix_report.json — metadata Per-category counts and ratios

Schema

Each line is a JSON object with at least instruction, input, output, and category. Some rows additionally carry task_name and subtask for fine-grained accounting.

Citation

@article{wang2026omnigene4,
  author    = {Wang, Liang},
  title     = {{OmniGene-4}: A Unified Bio-Language MoE Model with Router-Level
               Interpretability and Modality-Invariant Transfer},
  year      = {2026},
  journal   = {bioRxiv},
  doi       = {10.64898/2026.05.12.724542}
}