List your company

Multi-Hop Question Answering on MuSiQue Platinum (test)

0.75Ans RatePANINI
0.3340.4420.550.658Feb 16, 2026

Evaluation results

MethodLinks
PANINIRetrieval Paradigm=Structure-Augmented RAG, LLM Evaluator=GPT-4o-mini2026.020.750.726
HippoRAG 2Retrieval Paradigm=Structure-Augmented RAG, LLM Evaluator=GPT-4o-mini2026.020.6360.503
Qwen3 + rerankerRetrieval Paradigm=Dense Retrieval, Backbone model=Qwen3, Reranker usage=True, LLM Evaluator=GPT-4o-mini2026.020.5970.628
Qwen3 (8B)Retrieval Paradigm=Dense Retrieval, Backbone model=Qwen3 (8B), LLM Evaluator=GPT-4o-mini2026.020.5330.634
BM25 + rerankerRetrieval Paradigm=Sparse Retrieval, Reranker usage=True, LLM Evaluator=GPT-4o-mini2026.020.4230.745
BM25Retrieval Paradigm=Sparse Retrieval, LLM Evaluator=GPT-4o-mini2026.020.350.784