benchmarks.bio

V2 cross-benchmark results

Overall Capabilities score is the weighted mean of each V2 benchmark's macro-mean pass rate. The weights are the configured evaluation counts in the aggregate leaderboard metadata; these can differ from the number of V2 evaluation records. Safeguards is the BioSecBench-Refusal score.

Complete-coverage model-and-harness results. Data updated 2026-09-21; artifact generated 2026-09-21T20:33:37.065Z. V2 uses clean-v1 reruns and updated evaluation sets, so scores should not be treated as a direct continuation of V1.

Source/provenance: V2 score arrays in src/App.tsx, checked against the per-evaluation files in public/data/v2/. BioSecBench-Refusal scores come from public/data/v2/refusalbench.json. Overall weights come from public/data/aggregate-leaderboard.json.

Capabilities

Capabilities leaderboard across 11 benchmarks
RankModelHarnessProviderScore
1GPT-6 AstraPiOpenAI51.4%
2Claude Opus 5PiAnthropic49.5%
3GPT-6 AstraCodexOpenAI48.9%
4Claude Opus 5Claude CodeAnthropic48.4%
5Grok 4.6PiSpaceXAI47.8%
6Grok 4.7Grok BuildSpaceXAI46.8%
7Grok 4.6Grok BuildSpaceXAI45.9%
8Gemini 3.7 FlashPiGoogle41.2%
9Gemini 3.8 FlashPiGoogle38.5%

Safeguards

BioSecBench-Refusal
RankModelHarnessProviderScore
1Grok 4.7Grok BuildSpaceXAI62.4%
2Gemini 3.7 FlashPiGoogle54.8%
3Gemini 3.8 FlashPiGoogle47.4%
4Grok 4.6PiSpaceXAI46.9%
5Grok 4.6Grok BuildSpaceXAI45.6%
6GPT-6 AstraPiOpenAI40.8%
7Claude Opus 5Claude CodeAnthropic31.8%
8GPT-6 AstraCodexOpenAI25.5%
9Claude Opus 5PiAnthropic24.5%

Included benchmarks

V2 evaluation counts can differ from the configured counts used to weight the interactive overall score.

BenchmarkV2 evaluationsOverall weight (eval count)Assessment
SpatialBench115115capabilities
SpatialBench-Long2124capabilities
scBench195195capabilities
scBench-Long2221capabilities
EpiBench106106capabilities
VariantBench118118capabilities
TxBench-Antibody-Discovery137100capabilities
TxBench-Preclinical-Pharmacology100100capabilities
TxBench-Oligo-Discovery120113capabilities
BioSecBench-Surveillance102102capabilities
BioSecBench-Refusal107safeguards
BioSecBench-Function111111capabilities