AgenticRAGTracer (Comparison) - 3-Hop: leaderboard

Metric: Exact match (%) on AgenticRAGTracer's 3-hop parallel comparison questions (facts about several entities gathered, then compared); every model runs as a ReAct agent in the Qwen-Agent framework, retrieving from a Wikipedia corpus (the FlashRAG collection); questions are kept only when they need retrieval, every supporting document is necessary and three annotators approve them; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 13 models tracked.

Top models

#ModelScoreOverall rank
1GPT-569.8#91
2O4 Mini67.6#172
3Grok 466.5#169
4Grok 363.7#296
5Qwen 2.5 72B Instruct62.1#436
6GPT-4o51.7#333
7Qwen 2.5 32B Instruct50.6#491
8DeepSeek R143.4#245
9DeepSeek V337.4#312
10Qwen 2.5 7B Instruct36.8#846

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=agenticragtracer-comparison-3-hop · How It Works · Data refreshed daily, snapshot 2026-10-11.