SIGNPOST-Bench - Multimodal Conflict Robustness Score: leaderboard

Metric: MCRS (0-100; 100 x C^0.4 x R^0.6). Source: arxiv.org. 20 models tracked.

Top models

#ModelScore
1Gemini 3 Flash72.7
2Gemini 3.1 Pro (Preview)72.23
3Gemini 2.5 Pro69.8
4Gemini 2.5 Flash64.31
5GPT-564.28
6Doubao-Seed-2.0-Pro-26021564.23
7Claude Opus 4.662.56
8Claude Sonnet 4.662.08
9Kimi K2.561.74
10Qwen 3 VL 30B A3B Instruct58.5
11GPT-4o57.16
12GPT-5.454.77
13Qwen 3 VL 235B A22B Instruct53.36
14GPT-4o Mini50.68
15Grok 444.05

Interactive version: theaggregate.ai/benchmark?slug=signpost-bench-multimodal-conflict-robustness-score · How It Works · Data refreshed daily, snapshot 2026-09-19.