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Benchmarks
Information Retrieval on SciFact (NDCG, Precision, Recall)
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72.07
NDCG@10
Two-LLM QE (Refine)
62.4084
64.9167
67.425
69.9333
Feb 9, 2026
NDCG@10
Precision@10
Recall@100
Updated 1mo ago
Evaluation Results
Method
Method
Links
NDCG@10
Precision@10
Recall@100
Two-LLM QE (Refine)
fusion_method=Refinement
2026.02
72.07
9.5
95.6
Two-LLM QE (Concat)
fusion_method=Concaten...
2026.02
71.86
9.47
94.6
Cluster-ICL QE
exemplar_selection=Clu...
2026.02
69.69
9.2
94
FewShot4-Fixed
shots=4, exemplar_sele...
2026.02
69.19
9.1
94.37
ZeroShot
prompting=Zero-Shot
2026.02
68.9
9.07
94.7
BM25
retriever=Lexical
2026.02
67.89
8.83
92.53
BM25+Rocchio
retriever=Lexical, exp...
2026.02
62.78
8.8
91.87
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