RPCBench - Evidence Faithfulness: 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 Faithfulness from 2609.00918v1, S3.T2: Faithfulness Index (%). Higher is better.

Metric: Faithfulness Index (%). Source: arxiv.org. Saturation forecast: Around February 2027. 11 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.587.9#34
2Qwen 3.5 122B A10B87.6#186
3Qwen 3.5 Plus87.4#136
4Qwen 3.5 397B A17B87.3#155
5Qwen 3.5 35B A3B86.5#270
6Gemini 3.1 Pro (Preview)83.6#66
7DeepSeek V4 Pro79.7#113
8DeepSeek V4 Flash78.5#156
9Claude Sonnet 4.674.7#97
10Llama 3.1 70B Instruct40.9#570
11Llama 3.1 8B Instruct34.7#1021

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #6 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=rpcbench-evidence-faithfulness · How It Works · Data refreshed daily, snapshot 2026-11-07.