SIGNPOST-Bench - Adversarial Text Bias: leaderboard

Metric: Mean added geodesic error from adversarial text relative to the text-removed image (km; lower is better). Source: arxiv.org. 20 models tracked.

Top models

#ModelScore
1Gemini 3 Flash811
2Gemini 3.1 Pro (Preview)879
3Gemini 2.5 Pro888
4Qwen 3 VL 30B A3B Instruct1100
5GPT-51317
6GPT-4o Mini1346
7Gemini 2.5 Flash1441
8GPT-4o1461
9Claude Opus 4.61482
10Claude Sonnet 4.61535
11GPT-5.41558
12Kimi K2.51577
13Qwen 3 VL 235B A22B Instruct1787
14Doubao-Seed-2.0-Pro-2602151796
15Claude Haiku 4.52287

Interactive version: theaggregate.ai/benchmark?slug=signpost-bench-adversarial-text-bias · How It Works · Data refreshed daily, snapshot 2026-09-19.