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Abstract Reasoning IQ Bell Curve

Each model's estimated Abstract Reasoning IQ, placed on a standard normal IQ distribution.

Abstract Reasoning IQ Bell Curve
Abstract Reasoning IQ Bell Curve
Where every model sits on the curve

How to read this chart

Models are placed on a standard IQ-style distribution using Abstract Reasoning IQ. Higher scores appear farther to the right.

Benchmarks in this dimension

Chess PuzzlesARC-AGI-2ARC-AGI-1Mystery Game PuzzlesARC-AGI-3
More / ExperimentalAbstract Reasoning IQ vs CostEach model's estimated Abstract Reasoning IQ against its effective cost per 1M I/O Tokens (sticker price × measured or imputed usage multiplier).Data: Artificial Analysis, ARC Prize, Vals Index v2 Cost per Test +3 moreOpen chartCoreIQ Bell CurveEach model's estimated IQ, placed on a standard normal IQ distribution.Data: ARC Prize, Epoch AI, Epoch AI +26 moreOpen chartIQ BenchmarksChess Puzzles ScoresEpoch’s 100 novel chess positions, presented as text (FEN). Exact best-next-move accuracy; no vision input. Chess knowledge and planning both contribute. Contributes to Abstract Reasoning using a provisional calibrated scale.Data: Epoch AIOpen chartIQ BenchmarksARC-AGI-2 ScoresEach model's ARC-AGI-2 score. Color = provider.Data: ARC PrizeOpen chartIQ BenchmarksARC-AGI-1 Benchmark ScoresEach model's ARC-AGI-1 score. Color = provider.Data: ARC PrizeOpen chartIQ BenchmarksMystery Game Puzzles ScoresEpoch’s 100 text-state puzzles in an undisclosed game. Best-next-move accuracy in a minimal agent scaffold; invalid or missing moves receive no credit. Prompts and transcripts are private. Contributes to Abstract Reasoning using a provisional calibrated scale.Data: Epoch AIOpen chartIQ BenchmarksARC-AGI-3 Benchmark ScoresEach model's ARC-AGI-3 score. Color = provider.Data: ARC PrizeOpen chart