ERR-EVAL - Impossible Asks: leaderboard

The "Impossible Asks" track of ERR-EVAL, which scores whether a model notices a defective prompt and says what it cannot answer instead of inventing it. This track asks for something no model could know.

Metric: Track score. Source: err-eval.gustycube.com. Saturation forecast: Around July 2027. 60 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.27#115
2Claude Sonnet 4.65.4#94
3Claude Opus 4.55.2#87
4GPT-5.34.8#104
5Claude Sonnet 4.54.4#148
6GPT-5.3 Codex4.4#72
7GPT-5.2 Pro4.4#70
8GPT-5.44.2#83
9Claude Haiku 4.54.2#287
10GPT-4.13.6#258
11Gemini 3 Pro (Preview)3.6#71
12Claude Sonnet 43.6#207
13GPT-5.13.6#145
14Gemini 2.5 Pro (Preview)3.6#136
15Qwen 3.5 Plus (02-15)3.6#233

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

Interactive version: theaggregate.ai/benchmark?slug=err-eval-impossible-asks · How It Works · Data refreshed daily, snapshot 2026-11-05.