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Chess Puzzles

Find strong moves in difficult chess positions
74top score · GPT-6 Astra
68models ranked
11open-weights models
Accuracyhigher is better
Oct 20, 2026last updated

How the test works

1

Task

100 chess positions

  • What the model doesFind strong moves in difficult chess positions
  • Kinds of tasksBest-next-move selection
2

Run

Inspect AI qa_agent (v2)

  • Token budget1,000,000 output tokens; compaction at 90% of the model context window
3

Score

Accuracy

  • Graded byDeterministic normalized exact match to the answer key (v2)
  • Better isHigher

Chess Puzzles leaderboardtop 10 of 68

Full leaderboard with filters →
ModelChess PuzzlesPer taskPriceSpeedSupportsContext
74max
$3.26$10 / $50691.05M
68max
$0.72$2 / $10521.05M
67max
$5.98$4 / $20961M
GPT-5.5OpenAI
63xhigh
$2.63$5 / $301131.05M
62xhigh
—$30 / $180—1.05M
59max
$5.46$2 / $101371M
59high
$1.99$2 / $10841M
59max
$1.99$4 / $201141.05M
59
—$30 / $180—1.05M
58high
$1.24$0.75 / $3.751491M

Chess Puzzles questions

What is Chess Puzzles?›

Find strong moves in difficult chess positions. It has 100 chess positions. Created by Epoch AI.

Which model is best on Chess Puzzles?›

GPT-6 Astra leads Chess Puzzles with 74, ahead of GPT-6.1 Sol (68) and Claude Opus 5.5 (67).

What is the best open-weights model on Chess Puzzles?›

DeepSeek V4 Pro 0813 with 46, then Kimi K3 (37).

How is Chess Puzzles scored?›

Accuracy; deterministic normalized exact match to the answer key (v2).