RLTasksby ulam.ai
Models / Reported model

Reported model / MODEL EVIDENCE

Biomni-R0-8B

1 benchmarks · 11 observations · 1 sources

Scores at a glance

1 benchmarks · large dot: Biomni-R0-8B; small dots: closest models where reported

Biomni-Eval ↗0.588 / 1
0.320.67

Biomni-R0-8B · Biomni-Eval · Biomni-Eval1 · mean task reward · Biomni-R0 · A1 scaffold and E1 environment ↗

10 more reported results

0.8 / 1 · Biomni-R0-8B · Biomni-Eval · Biomni-Eval1 · CRISPR delivery · task reward · Biomni-R0 · A1 scaffold and E1 environment · Biomni-R0: Using RL to Hill-Climb Biomedical Reasoning Agents to Expert-Level ↗

0.56 / 1 · Biomni-R0-8B · Biomni-Eval · Biomni-Eval1 · GWAS causal gene · catalog · task reward · Biomni-R0 · A1 scaffold and E1 environment · Biomni-R0: Using RL to Hill-Climb Biomedical Reasoning Agents to Expert-Level ↗

0.78 / 1 · Biomni-R0-8B · Biomni-Eval · Biomni-Eval1 · GWAS causal gene · OpenTargets · task reward · Biomni-R0 · A1 scaffold and E1 environment · Biomni-R0: Using RL to Hill-Climb Biomedical Reasoning Agents to Expert-Level ↗

0.7 / 1 · Biomni-R0-8B · Biomni-Eval · Biomni-Eval1 · GWAS causal gene · PharmaProjects · task reward · Biomni-R0 · A1 scaffold and E1 environment · Biomni-R0: Using RL to Hill-Climb Biomedical Reasoning Agents to Expert-Level ↗

0.35 / 1 · Biomni-R0-8B · Biomni-Eval · Biomni-Eval1 · GWAS variant prioritization · task reward · Biomni-R0 · A1 scaffold and E1 environment · Biomni-R0: Using RL to Hill-Climb Biomedical Reasoning Agents to Expert-Level ↗

0.58 / 1 · Biomni-R0-8B · Biomni-Eval · Biomni-Eval1 · LAB-Bench DbQA · task reward · Biomni-R0 · A1 scaffold and E1 environment · Biomni-R0: Using RL to Hill-Climb Biomedical Reasoning Agents to Expert-Level ↗

0.7 / 1 · Biomni-R0-8B · Biomni-Eval · Biomni-Eval1 · LAB-Bench SeqQA · task reward · Biomni-R0 · A1 scaffold and E1 environment · Biomni-R0: Using RL to Hill-Climb Biomedical Reasoning Agents to Expert-Level ↗

0.3 / 1 · Biomni-R0-8B · Biomni-Eval · Biomni-Eval1 · Patient gene detection · task reward · Biomni-R0 · A1 scaffold and E1 environment · Biomni-R0: Using RL to Hill-Climb Biomedical Reasoning Agents to Expert-Level ↗

0.63 / 1 · Biomni-R0-8B · Biomni-Eval · Biomni-Eval1 · Rare disease diagnosis · task reward · Biomni-R0 · A1 scaffold and E1 environment · Biomni-R0: Using RL to Hill-Climb Biomedical Reasoning Agents to Expert-Level ↗

0.48 / 1 · Biomni-R0-8B · Biomni-Eval · Biomni-Eval1 · Screen gene retrieval · task reward · Biomni-R0 · A1 scaffold and E1 environment · Biomni-R0: Using RL to Hill-Climb Biomedical Reasoning Agents to Expert-Level ↗

Closest models by score

Similar positions on shared benchmark leaderboards. Smaller gaps are closer.

GPT-5 →OpenAI
40.0 percentile-point gap

1 of 1 shared benchmark comparisons

How similarity is measured

Mean absolute gap in percentile positions on shared benchmark settings; lower is closer. At least 60% overlap is required, with a minimum of three when available. Independent evaluations are used when there are at least three; otherwise published report comparisons are used. Repeated model observations within one setting are averaged before ranking. Writing-style traits and composite indices are excluded. This describes similarity, not an overall quality ranking.

Filter comparisons to this model →

Sources

Every plotted observation links to its evaluation. Reported configurations, benchmark versions and task subsets can differ; similarity describes shared scores, not training lift.

  1. Biomni-R0: Using RL to Hill-Climb Biomedical Reasoning Agents to Expert-Level ↗

    Ryan Li, Kexin Huang, Shiyi Cao, Yuanhao Qu, Jure Leskovec · 2025

Names used in source tables

Biomni-R0-8B