bioreason-predictionslisted

# BioReason-Pro-RL Predictions ## About BioReason-Pro-RL is a pipeline for producing functional summaries of genes, along with reasoning traces, and other raw material (including high recall function predictions) - Web app: app.bioreason.net (model toggle top-left). Default: RL. - Paper: doi:10.64898/2026.03.19.712954 We store raw RL exports in: `{GENE}-bioreason-rl-predictions.md` We are primarily interested in the higher precision RL results rather than just Supervised Fine Tuning (SFT) ## Structure of a bioreason report A bioreason report is structured as a markdown doc in these parts: * Metadata (organism and sequence) * Thinking/Reasoning trace -- the models exposed internal trace of thoughts as to why it arrived at its conclusions * Functional summary -- a concise summary of what the function of the gene is * Other details * UniProt-style summary (model-generated; not imported from UniProt) * Interpro domains (from running it as part of pipeline) * GO Terms (upstream ESM autoregressive transformer predictions -- high recall, low precision) We are generally NOT interested in the GO terms in this report. We know in advance these over-predict; they are there to show provenance of the reasoner. ## File naming | File | Content | |------|---------| | `{GENE}-bioreason-rl-predictions.md` | Raw RL web export (provenance) | | `{GENE}-deep-research-bioreason-sft.md` | Raw SFT web export when available (provenance) | | `{GENE}-gogpt-leaf-predic