RPCBench - Composite Premise Critique: 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 - Composite Premise Critique from 2609.00918v1, S3.T2: Composite Score (0-100). Higher is better.

Metric: Composite Score (0-100). Source: arxiv.org. Saturation forecast: Around February 2027. 11 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3.5 Plus52.61#232
2Qwen 3.5 397B A17B52.59#245
3Qwen 3.5 122B A10B52.45#335
4GPT-5.551.8#48
5DeepSeek V4 Pro51.66#188
6Claude Sonnet 4.650.92#159
7Gemini 3.1 Pro (Preview)50.47#93
8Qwen 3.5 35B A3B48.51#492
9DeepSeek V4 Flash46.55#259
10Llama 3.1 70B Instruct13.59#1629
11Llama 3.1 8B Instruct10.19#4318

No result here: #4 Claude Opus 5.5, #5 GPT-6 Astra, #9 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=rpcbench-composite-premise-critique · How It Works · Data refreshed daily, snapshot 2026-11-08.