RPCBench - Domain - Yelp Local - Evidence Faithfulness: leaderboard

RPCBench tests proactive premise critique in recommendation requests. This series measures evidence faithfulness on the Yelp Local subset (1,310 questions), using the same eleven-model, three-judge experiment as the headline paper. Published EFI fractions from the authors' per-model CSV are scaled once to Faithfulness Index (%). Higher is better; domains and nested premise-error groups are related slices of the same experiment.

Metric: Faithfulness Index (%). Source: github.com. Saturation forecast: Estimated already saturated. 11 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3.5 397B A17B90.08#155
2Qwen 3.5 Plus89.96#136
3GPT-5.589.77#34
4Qwen 3.5 35B A3B89.69#270
5Qwen 3.5 122B A10B89.66#186
6Gemini 3.1 Pro (Preview)87.18#66
7DeepSeek V4 Flash83.7#156
8DeepSeek V4 Pro83.44#113
9Claude Sonnet 4.678.93#97
10Llama 3.1 70B Instruct34.62#570
11Llama 3.1 8B Instruct28.55#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-domain-yelp-local-evidence-faithfulness · How It Works · Data refreshed daily, snapshot 2026-11-07.