ERR-EVAL - Missing Info: leaderboard

The "Missing Info" 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 withholds a fact the question needs.

Metric: Track score. Source: err-eval.gustycube.com. Saturation forecast: Not forecast. 60 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.26#115
2Claude Sonnet 4.65.4#94
3Claude Opus 4.65#67
4Claude Opus 4.54.6#87
5Claude Haiku 4.54.4#287
6GPT-5.4 Nano4#359
7GPT-5.2 Pro3.6#70
8Claude Sonnet 4.53.4#148
9GPT-5.4 Mini3.4#228
10GPT-5.13.2#145
11MiniMax-M2.53#316
12GPT-5.42.8#83
13GPT-4.12.8#258
14DeepSeek V3.22.8#210
15GLM-4.72.8#202

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-missing-info · How It Works · Data refreshed daily, snapshot 2026-11-05.