ProverBench (DeepSeek)
DeepSeek-Prover-V2-671B 59.1% Dropped Provers write Lean 4 proofs for 325 formalized problems: 15 from AIME 2024 and 2025 and 310 from textbooks across number theory, algebra, calculus and analysis. Lean checks each proof.
DeepSeek released it with DeepSeek-Prover-V2 on 2025-04-30. Labs often report only the 15-problem AIME subset as problems solved.
- Level
- University Undergraduates and entry-level professionals
- Scored
- Checked automatically A program checks the result against an answer key, unit tests or the expected final state.
- Answers
- Written proof
DeepSeek-Prover-V2-671B leads with 59.1%
Best score per model as labs report them in their own cards. Labs pick their own settings, so these compare less cleanly than independent runs.
| # | Model | Score | Setting | Date | Source |
|---|---|---|---|---|---|
| 1 | DeepSeek-Prover-V2-671B | 59.1% | Apr 2025 | Model card |
Scores over time
All the scores we have, one dot each, so a model tested at several settings appears more than once.
No launch post has listed it since Apr 2025
Launch posts from every lab that has listed it, one tick per post. Tall colored ticks include it, and short gray ones leave it out.
| Date | Launch post | Score | As the post writes it |
|---|---|---|---|
| 30 Apr 2025 | DeepSeek-Prover-V2-671B | 40 | ProverBench-AIME 24&25, 6 of 15 problems solved (chart) |
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.
| Date | Document | Score | As the document writes it | Section |
|---|---|---|---|---|
| 30 Apr 2025 | DeepSeek-Prover-V2-671B technical report | 59.1 | ProverBench All (325 problems), CoT, sample budget 512 (Table 7). AIME 24&25 subset 6 of 15 solved | Capabilities |
More in Math
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- AIME 2026 In use Models solve the 30 integer-answer problems from the 2026 AIME I and II math competitions. Scored by exact answer match. GPT-5.5 100%
- HMMT 2026 In use Models solve the 33 final-answer problems from the February 2026 Harvard-MIT Mathematics Tournament. Scored by exact answer match. GPT-5.5 98.5%
- MathArena (Apex, IMO, USAMO) In use Evaluates models on newly released math competitions after release. Final-answer or human/LLM-judged proof scores. Claude Opus 4.8 81.3%
- PolyMath In use Models solve 9,000 parallel math problems in 18 languages across four difficulty levels, from school math to frontier math. Final answers are checked.
Qwen3.7-Max 86.5% - USAMO 2026 In use Models write full proofs for the six problems of the 2026 USA Mathematical Olympiad. Judges grade each proof from 0 to 7 against rubrics. GPT-5.5 98.2%