Skip to content

Chess Puzzles

Epoch AI / Reasoning · Finding correct moves from text descriptions of chess positions
Across e/accCounts toward ranking
Evidence budget1.8%
Upstream data time10/16 06:52
Last successful sync10/17 08:05

What it measures and how

Generated positions are scored against Stockfish answers. Input is position text, so it is not classified as visual understanding.

How this evidence is used

Counts toward ranking; benchmarks in the same task family share a fixed budget.

Benchmark results

Fixed rules select one representative configuration per public model. Anonymous test models are omitted. Original source ranks are retained, with up to 30 models per benchmark.

Source rankSource model nameRaw resultRepresentative configuration
2gpt-6-astra_maxOpenAI74.0%Max reasoning
3gpt-6.1-sol_maxOpenAI68.0%Max reasoning
5claude-opus-5-5_maxAnthropic67.0%Max reasoning
6gemini-3.7-flash_highGoogle66.0%High reasoning
7gpt-5.5_xhighOpenAI63.0%xHigh reasoning
8gpt-5.5-pro_xhighOpenAI62.0%xHigh reasoning
9gpt-5.2-pro-2025-12-11_xhighOpenAI60.0%xHigh reasoning
10gpt-5.4-pro-2026-03-05_xhighOpenAI59.0%xHigh reasoning
10gpt-5.6-sol_maxOpenAI59.0%Max reasoning
10claude-sonnet-5-5_maxAnthropic59.0%Max reasoning
10gemini-4-argon_highGoogle59.0%High reasoning
14gemini-3.8-flash_highGoogle58.0%High reasoning
15gpt-6-sol_maxOpenAI56.0%Max reasoning
16claude-haiku-5-5_maxAnthropic55.0%Max reasoning
17claude-opus-4-8_maxAnthropic52.0%Max reasoning
18gemini-3.1-pro-preview_highGoogle51.0%High reasoning
19claude-fable-5-1_maxAnthropic48.0%Max reasoning
19deepseek-v4.1-flash_maxDeepSeek48.0%Max reasoning
19gpt-5.2-2025-12-11_xhighOpenAI48.0%xHigh reasoning
19gpt-5.4-2026-03-05_xhighOpenAI48.0%xHigh reasoning
19gpt-5-pro-2025-10-06_highOpenAI48.0%High reasoning
24claude-fable-5_maxAnthropic47.0%Max reasoning
24gpt-5.6-terra_maxOpenAI47.0%Max reasoning
26deepseek-v4-pro-0813_maxDeepSeek46.0%Max reasoning
26qwen3.8-max_xhighAlibaba46.0%xHigh reasoning
28claude-sonnet-5_maxAnthropic45.0%Max reasoning
28gemini-3.5-flash_highGoogle45.0%High reasoning
28gpt-5.4-nano-2026-03-17_xhighOpenAI45.0%xHigh reasoning
33claude-opus-5_maxAnthropic43.0%Max reasoning
33gpt-5.6-luna_maxOpenAI43.0%Max reasoning
Limitations and attribution

Counts toward ranking; benchmarks in the same task family share a fixed budget.

Data license: CC BY 4.0 · Data evaluated by Epoch AI itself

Results are published by Epoch AI. Raw scores and the e/acc consensus index use different scales and cannot be added directly.