LogiMed-RoB - Domain Logical Fidelity: leaderboard

LogiMed-RoB: whether each domain-level verdict follows logically from the atomic judgements beneath it, averaged over the five RoB 2.0 domains. Higher is better. Source: arxiv.org/abs/2609.11185.

Metric: Fidelity (%). Source: arxiv.org. Saturation forecast: Around February 2027. 10 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3.1 Pro (Preview)87.61#64
2Gemini 3 Flash83.9#103
3DeepSeek V3.279.99#210
4Claude Sonnet 4.579.22#148
5GPT-5.178.65#145
6Llama 4 Maverick61.54#486
7Llama 3.3 70B60.1#578
8Qwen 3 32B51.39#449

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=logimed-rob-domain-logical-fidelity · How It Works · Data refreshed daily, snapshot 2026-11-05.