SIGNPOST-Bench - Trap-Fit Rate: leaderboard

Trap-Fit Rate from SIGNPOST-Bench (arXiv 2608.04244v1, Table 1): share of adversarial-text predictions that land within 50 km of the place named by the injected text, computed on groups whose injected target geocodes (about a third) and macro-averaged over four datasets. Percent; lower is better.

Metric: Adversarial predictions within 50 km of the injected location (%; lower is better). Source: arxiv.org. Saturation forecast: Estimated already saturated. 20 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.5 Pro6.5#159
2Gemini 3 Flash6.7#103
3Gemini 3.1 Pro (Preview)8#64
4Qwen 3 VL 30B A3B Instruct9.6#390
5Gemini 2.5 Flash10#255
6Claude Opus 4.611.4#67
7GPT-4o11.5#357
8GPT-511.6#105
9Claude Sonnet 4.611.8#94
10Kimi K2.513.1#152
11GPT-5.413.8#83
12Doubao-Seed-2.0-Pro-26021515.9#86
13GPT-4o Mini16.7#598
14Qwen 3 VL 235B A22B Instruct16.9#280
15Grok 419.9#189

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=signpost-bench-trap-fit-rate · How It Works · Data refreshed daily, snapshot 2026-11-05.