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dnagpt/OmniGene-4-bio

gemma4-bio Code and per-example results for the paper: Scientific Data Composition as a Capability-Shaping Mechanism for Foundation Models: Evidence from Biological Continued Pretraining — Liang Wang (HUST). The study has two parts on a 26B-parameter Mixture-of-Experts model (Gemma-4-26B-A4B): Part I — training-free re-analysis of one checkpoint lineage (instruction-tuned base → biological CPT → SFT) across four capability axes. Part II — a controlled seven-model experiment:… See the full description on the dataset page: https://huggingface.co/datasets/dnagpt/OmniGene-4-bio.

sourceHugging Faceapache-2.0updated 2mo agoView on Hugging Face
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15 commits on main
864f1f92mo ago

Replace placeholder Gemma-4 citation with real arXiv report (2607.02770)

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1e159842mo ago

README: update title to match paper's new framing

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a23a6632mo ago

Retitle + reframe paper: data composition as capability-shaping mechanism

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875f5252mo ago

README: add Part IV robustness + mechanism results

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bdb16962mo ago

Add Part IV result artifacts

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7400be52mo ago

Update paper: add Part IV (robustness + mechanism)

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43baf1b3mo ago

README: add Part III small-model probe results

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2aa2e8d3mo ago

Add Part III results (GPT-2, 3 seeds x 2 arms x 8 tasks)

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6a804533mo ago

Update paper: add Part III (small-model matched-compute probe)

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f56f2e73mo ago

README: add Part II mixture experiment results

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63a419d3mo ago

Add Part II results (7 models x 6 tasks) + figures

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61ca89f3mo ago

Update paper: add Part II (controlled mixture experiment)

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a0621723mo ago

Add OmniGene-4 self-citation; recompile paper

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8d6fdc83mo ago

Phase-1 re-analysis: per-example results, summary tables, paper

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b845f283mo ago

initial commit

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