General365 - Complex Constraints: leaderboard

Metric: Accuracy (%) on the problems labelled Complex Constraints (a problem may carry several challenge labels), out of 1,460 problems (365 hand-written seeds and 1,095 expansions); numeric answers checked with math-verify, choice and text answers graded by GPT-4.1; temperature 1.0 for reasoning and 0.7 for chat models, highest available reasoning effort; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 26 models tracked.

Top models

#ModelScore
1Gemini 3 Pro65.3
2GLM-5 (Thinking)63.5
3Gemini 3 Flash62.9
4GPT-5 (High)61.7
5GPT-5.1 (High)61.1
6DeepSeek V3.2 Speciale60.4
7Qwen 3.5 397B A17B (Thinking)60.1
8Kimi K2.5 (Thinking)60
9Qwen 3 Max (Thinking)59.4
10GLM-4.7 (Thinking)59.1
11GLM-4.6 (Thinking)57.2
12DeepSeek V3.2 (Thinking)57.1
13Grok 4.1 Fast (Reasoning)56.6
14Kimi K2 (Thinking)54.9
15O4 Mini (High)54.2

Interactive version: theaggregate.ai/benchmark?slug=general365-complex-constraints · How It Works · Data refreshed daily, snapshot 2026-10-07.