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CategoryWeight: 1.0x

Long Reasoning

Multi-step logic puzzles, extended chain-of-thought, and complex analytical reasoning tasks requiring sustained coherence over many steps.

Best Score

0.0

Avg Score

0.0

Tests

3

Performance Over Time — All Models

Model Rankings

1
GPT-5.5

Category score

View
69.6BEST
Tokens39.2k
Total39.2k
2
Claude Sonnet 4.6

Category score

View
68.6-1.0 pts
Tokens34.4k
Total34.4k
3
Grok 4.5

Category score

View
67.7-1.9 pts
Tokens106.3k
Total106.3k
4
Claude Opus 4.8

Category score

View
66.3-3.3 pts
Tokens22.6k
Total22.6k

Test Breakdown

Multi-step Logic Puzzle

Complex optimization with 8+ constraints across multiple variables

GPT-5.5
69.6
Claude Sonnet 4.6
68.6
Grok 4.5
67.7
Claude Opus 4.8
66.3

Legal Reasoning Chain

Contract dispute analysis requiring multi-party obligation tracking

GPT-5.5
69.6
Claude Sonnet 4.6
68.6
Grok 4.5
67.7
Claude Opus 4.8
66.3

Mathematical Proof

Prove divisibility properties using induction and modular arithmetic

GPT-5.5
69.6
Claude Sonnet 4.6
68.6
Grok 4.5
67.7
Claude Opus 4.8
66.3