AgenticRAGTracer (Inference) - 3-Hop: leaderboard

Metric: Exact match (%) on AgenticRAGTracer's 3-hop sequential inference questions (each intermediate answer bridges to the next hop); 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
1O4 Mini41.4#172
2Grok 434.2#169
3GPT-533.3#91
4Grok 319.8#296
5Qwen 2.5 72B Instruct18#436
6DeepSeek R116.2#245
7GPT-4o13.5#333
8Qwen 2.5 32B Instruct11.7#491
9DeepSeek V310.8#312
10Qwen 2.5 7B Instruct7.2#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-inference-3-hop · How It Works · Data refreshed daily, snapshot 2026-10-11.