Molecular Biology Protocols Troubleshooting (Protocols (troubleshooting))
We show this table for reference; we do not rank on it.
Detects and fixes errors in molecular-biology protocols using document, code, and web-search tools.
Benchmark score on Protocols (troubleshooting) — November 13, 2026
We compile the Protocols (troubleshooting) rows from provider self-reports. Claude Mythos 5.2 leads the table at 77.1%, followed by Claude Opus 5.5 (73.7%) and Claude Mythos 5.1 (70.2%). We do not use these results to rank models overall.
Claude Mythos 5.2
Anthropic
Reported by AnthropicClaude Opus 5.5
Anthropic
Reported by AnthropicClaude Mythos 5.1
Anthropic
Reported by Anthropic5 modelsKnowledgeCurrentDisplay onlyUpdated November 13, 2026
Benchmark score table (5 models)
All 5 results on this page were reported by the labs that built the models.
| Rank | Model / configuration | Score | Who ran it | Parameters (B) | Open / closed |
|---|---|---|---|---|---|
| 1 | Claude Mythos 5.2AnthropicReported by Anthropic | 77.1% | Reported by Anthropic | Not reported | Closed |
| 2 | Claude Opus 5.5AnthropicReported by Anthropic | 73.7% | Reported by Anthropic | Not reported | Closed |
| 3 | Claude Mythos 5.1AnthropicReported by Anthropic | 70.2% | Reported by Anthropic | Not reported | Closed |
| 4 | Claude Sonnet 5.5AnthropicReported by Anthropic | 67.3% | Reported by Anthropic | Not reported | Closed |
| 5 | Claude Opus 5AnthropicReported by Anthropic | 61.1% | Reported by Anthropic | Not reported | Closed |
- Lab-reported
- Benchmark-run
- Independent
Among the reported Protocols (troubleshooting) rows, Claude Mythos 5.2 is first at 77.1%. The third row is 6.9 points behind. The broader top-10 range is 16.0 points, so the table still separates the published systems.
5 models have been evaluated on Protocols (troubleshooting). The benchmark falls in the Knowledge category. Protocols (troubleshooting) is currently displayed for reference but excluded from the scoring formula, so it does not directly affect overall rankings.
About Protocols (troubleshooting)
Year
2026
Tasks
Molecular-biology protocol troubleshooting
Format
Task score
Difficulty
Expert laboratory protocols
Section 8.17.6 reports this internal protocol-troubleshooting result separately from protocol understanding.
Freshness and provenance
Version
Protocols (troubleshooting) 2026
Refresh cadence
Quarterly
Staleness state
Current
Question availability
Public benchmark set
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 Protocols (troubleshooting) measure?
Detects and fixes errors in molecular-biology protocols using document, code, and web-search tools.
Which model scores highest on Protocols (troubleshooting)?
Claude Mythos 5.2 by Anthropic currently leads with a score of 77.1% on Protocols (troubleshooting).
How many models are evaluated on Protocols (troubleshooting)?
5 AI models have published results on Protocols (troubleshooting) in the BenchLM catalog.
Compare top models on Protocols (troubleshooting)
Know when it’s worth switching models
The model to choose, the cheaper alternative, and the release we would wait on.
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