ComBench - Construction Pass Rate: leaderboard

ComBench evaluates rigorous proof reasoning and constructive realization on 100 Olympiad-level combinatorics problems (50 analysis-centric, 50 construction-centric). This board reports Per-sample construction pass rate (%): the share of construction-centric solutions whose witness is accepted by the deterministic verifier; higher is better.

Metric: Per-sample construction pass rate (%): the share of construction-centric solutions whose witness is accepted by the deterministic verifier; higher is better. Source: arxiv.org. Saturation forecast: Around February 2027. 10 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.575#49
2Kimi K2.675#178
3Gemini 3.1 Pro (Preview) (Thinking)75#94 (Gemini 3.1 Pro (Preview))
4DeepSeek V4 Pro62.5#188
5Qwen 3.6 35B A3B40.5#462
6Qwen 3.6 Max Preview38#159
7GLM-5.127#179
8Nemotron Cascade 2 30B A3B20.5#1091
9Gemma 4 31B (IT)15#342

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=combench-construction-pass-rate · How It Works · Data refreshed daily, snapshot 2026-11-13.