P2NPCBench - P - Family 1: leaderboard

P2NPCBench:12 final benchmark models, Python 3 single-solution pass rate, temperature 0, top-p 1, maximum 32,768 output tokens; paired polynomial and NP-complete problem statements across 12 families. Original labels retained where checkpoint or instruction suffix is not specified; hardening-panel scores are separate. Score (%).

Metric: Score (%). Source: arxiv.org. Saturation forecast: Estimated already saturated. 12 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.6 Sol100#18
2Gemini 3.7 Flash100#22
3Gemini 3.8 Flash99.5#23
4DeepSeek V4.1 Flash93#33
5Qwen3.8 Omni Flash90.3#46
6Mistral Medium 3.589.7#363
7Qwen 3.8 27B87.6#118
8Qwen 3.8 Flash85.1#55
9Llama 4 Scout55.1#660
10Gemma 3 12B40.1#673
11Gemma 3 27B30.4#610
12Gemma 3 4B25.2#1102

No result here: #4 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=p2npcbench-p-family-1 · How It Works · Data refreshed daily, snapshot 2026-10-23.