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Multi-Hop Question Answering on 2Wiki Platinum (test)

84.8Answer RatePANINI
36.02448.68761.3574.013Feb 16, 2026

Evaluation results

MethodLinks
PANINIRetrieval Paradigm=Structure-Augmented RAG, LLM Evaluator=GPT-4o-mini2026.0284.873.1
HippoRAG 2Retrieval Paradigm=Structure-Augmented RAG, LLM Evaluator=GPT-4o-mini2026.0281.566.7
Qwen3 + rerankerRetrieval Paradigm=Dense Retrieval, Backbone model=Qwen3, Reranker usage=True, LLM Evaluator=GPT-4o-mini2026.0263.867.7
Qwen3 (8B)Retrieval Paradigm=Dense Retrieval, Backbone model=Qwen3 (8B), LLM Evaluator=GPT-4o-mini2026.0263.570.9
BM25 + rerankerRetrieval Paradigm=Sparse Retrieval, Reranker usage=True, LLM Evaluator=GPT-4o-mini2026.0247.978.7
BM25Retrieval Paradigm=Sparse Retrieval, LLM Evaluator=GPT-4o-mini2026.0237.979.8