RPCBench - Evidence Distortion: leaderboard

RPCBench tests proactive critique of flawed recommendation premises, locating the premise problem and suggesting a suitable strategy while remaining faithful to the provided evidence. This series reports RPCBench - Evidence Distortion from 2609.00918v1, S3.T2: Evidence Distortion Rate (%). Lower is better.

Metric: Evidence Distortion Rate (%). Source: arxiv.org. Saturation forecast: Around June 2027. 11 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.516.4#48
2Gemini 3.1 Pro (Preview)17.7#91
3Qwen 3.5 397B A17B21.1#242
4Qwen 3.5 122B A10B21.3#329
5Qwen 3.5 Plus21.5#227
6Qwen 3.5 35B A3B22.7#480
7Llama 3.1 8B Instruct23.2#4277
8Claude Sonnet 4.624.2#158
9Llama 3.1 70B Instruct25.8#1541
10DeepSeek V4 Flash26.4#254
11DeepSeek V4 Pro26.6#181

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=rpcbench-evidence-distortion · How It Works · Data refreshed daily, snapshot 2026-11-12.