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AIMODELRACE
Hard Reasoning · sub-raceNarrow lead

Abstract & Novel Reasoning race

Interactive puzzles that require learning new rules on the fly, easy for people and hard for models.

Leader
Fable 5.1
Margin
0.9 pts
2.1% ahead
Weeks at #1
9
in a row
Changes
5
in 2026

Warming up the track…

Oct 19, 2026Fable 5.1 leads
2025Apr ’25Jul ’25Oct ’252026Apr ’26Jul ’26Oct ’26

Score history

Top 6 today over the leader's frontier · click to jump to a week

#1 frontierFable 5.1GPT-6 AstraGPT-6.1 SolOpus 5.5Gemini 4 ArgonGrok 4.7
0.010.020.030.040.050.02025Apr ’25Jul ’25Oct ’252026Apr ’26Jul ’26Oct ’26

Reigns at #1

Longest: GPT-5, 15 weeks (from Aug 2025).

Sibling races

More hard reasoning races

Why this race matters

Measures fluid intelligence rather than knowledge, the gap most often cited in AGI debates.

How it is scored

Share of environments solved within the action budget.

Unit: percentHigher is betterPhoto finish under 0.4 ptsDominant over 2.5 pts

Data provenance

  • ARC-AGI-3 ↗

    Interactive game-like environments with novel rules.

Scores here are illustrative placeholders that mimic real benchmark patterns. Swap in live data through the score provider. Methodology