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Vals BioMysteryBench agent leaderboard (BioMysteryBench (Vals))

We show this table for reference; we do not rank on it.

Data verified 36 confirmed releases in the last 30 daysFollow model changes

Independent agent runs on biological data investigations, split by human-solvable and human-difficult tasks.

BioMysteryBench score on BioMysteryBench (Vals) — September 27, 2026

We mirror the published biomysterybench score view for BioMysteryBench (Vals). Claude Sonnet 5.5 leads the public snapshot at 81.11%, followed by GPT-6 Astra (79.26%) and Claude Opus 5.5 (79.26%). We do not use these results to rank models overall.

19 modelsAgenticCurrentDisplay onlyUpdated September 27, 2026

BioMysteryBench score table (19 models)

Score
1
Claude Sonnet 5.5Anthropic · ClosedTerminus 2Terminus 2
81.11%
2
GPT-6 AstraOpenAI · ClosedTerminus 2 · max reasoningTerminus 2
79.26%
3
Claude Opus 5.5Anthropic · ClosedTerminus 2Terminus 2
79.26%
4
Claude Opus 5Anthropic · ClosedTerminus 2Terminus 2
79.26%
5
GPT-6 SolOpenAI · ClosedTerminus 2 · max reasoningTerminus 2
74.81%
6
Grok 4.6xAI · ClosedTerminus 2 · high reasoningTerminus 2
72.22%
7
Kimi K3Moonshot AI · ClosedTerminus 2 · max reasoningTerminus 2
71.48%
8
GPT-5.6 SolOpenAI · ClosedTerminus 2 · max reasoningTerminus 2
71.11%
9
Grok 4.7xAI · ClosedTerminus 2 · xhigh reasoningTerminus 2
69.26%
10
Hy4 previewTencent · Open weightTerminus 2Terminus 2
69.26%
11
MiMo-V2.6-FlashXiaomi · Open weightTerminus 2Terminus 2
69.26%
12
DeepSeek V4.1 FlashDeepSeek · Open weightTerminus 2 · high reasoningTerminus 2
67.78%
13
Muse Spark 1.2Meta · ClosedTerminus 2 · xhigh reasoningTerminus 2
64.81%
14
DeepSeek V4 Flash 0731DeepSeek · Open weightTerminus 2 · high reasoningTerminus 2
64.44%
15
Gemini 3.8 FlashGoogle · ClosedTerminus 2 · high reasoningTerminus 2
62.22%
16
GPT-6 LunaOpenAI · ClosedTerminus 2 · max reasoningTerminus 2
61.48%
17
GPT-5.6 LunaOpenAI · ClosedTerminus 2 · max reasoningTerminus 2
61.48%
18
Gemini 3.1 Pro PreviewGoogleTerminus 2 · high reasoningTerminus 2
60.00%
19
Gemini 3.6 FlashGoogle · ClosedTerminus 2 · high reasoningTerminus 2
58.52%

How BioMysteryBench is shown here

BenchLM mirrors the public Vals AI BioMysteryBench leaderboard captured from https://www.vals.ai/benchmarks/biomysterybench and updated by Vals on September 27, 2026. The snapshot preserves overall scores, uncertainty, latency, cost-per-test metadata, and task-level scores where Vals publishes them.

BioMysteryBench is display only on BenchLM. Vals proprietary or Vals-hosted aggregate views are useful context, but BenchLM does not use them as weighted ranking inputs or as a replacement for benchmark-native source records.

Snapshot

19 Vals rows3 task viewspublic datasetTasks: Overall, Human-solvable, HardDisplay only

The published BioMysteryBench (Vals) snapshot places Claude Sonnet 5.5 first at 81.11%. The third row is 1.85 points behind. The broader top-10 range is 11.85 points, so the table still separates the published systems.

19 models have been evaluated on BioMysteryBench (Vals). The benchmark falls in the Agentic category. We keep external benchmark mirrors separate from the weighted global scoring system, so these results remain source-specific evidence. BioMysteryBench (Vals) is currently displayed for reference but excluded from the scoring formula, so it does not directly affect overall rankings.

About BioMysteryBench (Vals)

Year

2026

Tasks

End-to-end bioinformatics investigations from raw data

Format

Average task accuracy across three runs

Difficulty

Agentic biological analysis

Vals runs Anthropic's biological-data tasks through a fixed Terminus 2 harness and reports overall, human-solvable, and human-difficult scores. Three full-benchmark runs and their uncertainty remain source-specific, display-only evidence.

Freshness and provenance

Version

BioMysteryBench (Vals) 2026

Refresh cadence

Quarterly

Staleness state

Current

Question availability

Public benchmark set

CurrentDisplay only

BenchLM uses freshness metadata to decide whether a benchmark should still be treated as a strong differentiator, a benchmark to watch, or a display-only reference. For the full scoring policy, see the BenchLM methodology page.

Questions

What does BioMysteryBench (Vals) measure?

Independent agent runs on biological data investigations, split by human-solvable and human-difficult tasks.

Which model leads the published BioMysteryBench (Vals) snapshot?

Claude Sonnet 5.5 currently leads the published BioMysteryBench (Vals) snapshot with 81.11% biomysterybench score. BenchLM shows this benchmark for display only and does not use it in overall rankings.

How many models are evaluated on BioMysteryBench (Vals)?

The September 27, 2026 snapshot contains 19 AI models.

Last updated: September 27, 2026 · mirrored from the public benchmark leaderboard

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