CoCoNot - Contrast Set: leaderboard

The model receives 379 benign requests built to look like CoCoNot's noncompliance prompts (unsupported, incomplete and unsafe look-alikes), and the score is the share it complies with, so higher is better. It is the over-refusal side of CoCoNot; AbstentionBench reuses CoCoNot's noncompliance subsets but not this contrast set.

Metric: Compliance rate on benign contrast requests (%, higher is better). Source: arxiv.org. 19 models tracked.

Top models

#ModelScoreOverall rank
1GPT-4o (2024-05-13)98.4#735
2GPT-4 (0613)97.4#1214
3GPT-4 Preview (1106)97.4#953
4Mixtral 8x22B Instruct96.8#2039
5GPT-3.5 Turbo (0125)95.3#3500
6tulu-2-13B93.7#7711
7tulu-2-7B92.4#8164
8Mistral 7B Instruct (v0.2)88.4#7007
9tulu-2-dpo-13B87.3#6621
10Llama 3 70B Instruct86.5#1676
11tulu-2-dpo-7B86.3#7492
12Llama 3 8B Instruct84.2#4612
13tulu-2-dpo-70B84.2#3944
14Claude 3 Sonnet80.16#2309
15Llama 2 7B Chat73.6#8805

Interactive version: theaggregate.ai/benchmark?slug=coconot-contrast-set · How It Works · Data refreshed daily, snapshot 2026-11-13.