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Anthropic STEM Professor Bench (STEM Professor Bench)

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

Data verified

Anthropic's internal set of unpublished research problems written by professional scientists, each about a month of research work, mostly in theoretical physics; BenchLM stores the 64-problem subset.

Benchmark score on STEM Professor Bench — November 11, 2026

We compile the STEM Professor Bench rows from provider self-reports. Claude Fable 5.2 leads the table at 61.8%, followed by Claude Opus 5.5 (53.7%) and Claude Fable 5.1 (29.9%). We do not use these results to rank models overall.

3 modelsReasoningCurrentDisplay onlyUpdated November 11, 2026

Benchmark score table (3 models)

Benchmark score results for STEM Professor Bench
RankModel / configurationScoreParameters (B)Open / closed
1Claude Fable 5.2Anthropic
61.8%
Not reportedClosed
2Claude Opus 5.5Anthropic
53.7%
Not reportedClosed
3Claude Fable 5.1Anthropic
29.9%
Not reportedClosed

Among the reported STEM Professor Bench rows, Claude Fable 5.2 is first at 61.8%. The third row is 31.9 points behind. The broader top-10 range is 31.9 points, so the table still separates the published systems.

3 models have been evaluated on STEM Professor Bench. The benchmark falls in the Reasoning category. STEM Professor Bench is currently displayed for reference but excluded from the scoring formula, so it does not directly affect overall rankings.

About STEM Professor Bench

Year

2026

Tasks

64 research problems

Format

Mean score over up to nine attempts

Difficulty

Research-level science

Each model works as a single agent with Python, bash and a file editor within each author's limits, with a fixed arXiv index up to December 1, 2025 on 58 problems. Claude Opus 5 grades 56 problems against answer keys or rubrics; the rest use author-written checkers. Values are read from the labeled bars of Figure 8.9.A. Internal, so display-only.

Freshness and provenance

Version

STEM Professor Bench 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 STEM Professor Bench measure?

Anthropic's internal set of unpublished research problems written by professional scientists, each about a month of research work, mostly in theoretical physics; BenchLM stores the 64-problem subset.

Which model scores highest on STEM Professor Bench?

Claude Fable 5.2 by Anthropic currently leads with a score of 61.8% on STEM Professor Bench.

How many models are evaluated on STEM Professor Bench?

3 AI models have published results on STEM Professor Bench in the BenchLM catalog.

Last updated: November 11, 2026 · BenchLM version STEM Professor Bench 2026

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