Benchmark Almanac

CNML-Level Problems (DeepSeek)

Only in system cards

Models prove 91 theorems in algebra, geometry, number theory, combinatorics and inequalities at Chinese National High School Mathematics League level. A verifier model scores the proofs.

In-house DeepSeek evaluation. The tasks are not public.

Made by DeepSeek Released Nov 2025 Written proofs Tasks kept private Last in a system card Nov 2025 Last model added Nov 2025
Level
Competition The strongest students, in olympiad-style contests
Scored
Graded by a model A language model scores each response, usually against a rubric.
Answers
Written proof
1
System card reports it, from 1 lab

No scores here yet

No lab, leaderboard or Epoch AI run has reported a score for CNML-Level Problems (DeepSeek) yet.

Labs report it only in system cards

We read the headline results of 479 launch posts from 51 labs, and none of them list this benchmark. Some system cards do, below.

One system card reports it

Besides launch posts, we read the system cards, model cards and technical reports labs publish with a release. They report far more, including safety and frontier-risk tests.

DateDocumentScoreAs the document writes itSection
27 Nov 2025 DeepSeekMath-V2 technical report Mean proof scores on CNML-level problems, one-shot, verifier-graded: Algebra 0.60, Geometry 0.52, Number Theory 0.54, Combinatorics 0.47, Inequality 0.59, no overall score (Figure 1) Capabilities

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