NoisyBench - Hard Negative Distractors: leaderboard

Metric: Harmonic Mean Score (%; 11 datasets' pass@k, pass^k for TauBench; a task-specific hard-negative distractor added). Source: arxiv.org. Saturation forecast: Around December 2026. 7 models tracked.

Top models

#ModelScore
1GPT-OSS-120B (High)50.2
2Gemini 2.5 Pro48
3DeepSeek R1 052847.6
4Gemini 2.5 Flash45.6
5Qwen 3 30B A3B 2507 (Thinking)35
6Qwen 3 4B 2507 (Thinking)32.7
7DeepSeek R1 Distill Llama 8B6.3

Interactive version: theaggregate.ai/benchmark?slug=noisybench-hard-negative-distractors · How It Works · Data refreshed daily, snapshot 2026-09-25.