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Information Retrieval on MultiHopRAG (test)

63.58MRR@10RankGPT (gpt-4o)
43.518448.726753.93559.1433Jul 9, 2025

Evaluation results

MethodLinks
RankGPT (gpt-4o)Method Category=RERANKING2025.0763.5876.2817.9936.01
RankLlamaMethod Category=RERANKING2025.0763.1177.0316.7933.75
bge-reranker-largeMethod Category=RERANKING2025.0760.1974.8116.1932.76
SETR-CoT & IRIMethod Category=SET SELECTION (OURS), reasoning_strategy=Chain-of-Thought & Information Requirement Identification2025.0757.4272.5522.6836.69
SETR-Selection onlyMethod Category=SET SELECTION (OURS)2025.0756.172.9521.8735.54
SETR-CoTMethod Category=SET SELECTION (OURS), reasoning_strategy=Chain-of-Thought2025.0755.3372.8120.4734.13
RankZephyrMethod Category=RERANKING2025.0753.2670.4613.426.85
RankVicunaMethod Category=RERANKING2025.0750.7772.3213.7227.6
bge-large-en-v1.5Method Category=RETRIEVAL ONLY2025.0745.236916.1232.32
FirstMistralMethod Category=RERANKING2025.0745.2168.9513.2126.71
BM25Method Category=RETRIEVAL ONLY2025.0744.2968.2711.0924.13