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Benchmarks
Information Retrieval on DBPedia (NDCG@10, P@10, Recall@100)
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39.14
NDCG@10
Two-LLM QE (Refine)
30.4248
32.6874
34.95
37.2126
Feb 9, 2026
NDCG@10
P@10
Recall@100
Updated 1mo ago
Evaluation Results
Method
Method
Links
NDCG@10
P@10
Recall@100
Two-LLM QE (Refine)
fusion_method=Refinement
2026.02
39.14
32.15
53.64
Two-LLM QE (Concat)
fusion_method=Concaten...
2026.02
38.67
31.47
52.74
Cluster-ICL QE
exemplar_selection=Clu...
2026.02
36.89
31.1
52.38
FewShot4-Fixed
shots=4, exemplar_sele...
2026.02
36.54
30.52
50.68
ZeroShot
prompting=Zero-Shot
2026.02
35.78
30.17
51.7
BM25
retriever=Lexical
2026.02
31.8
28.2
46.82
BM25+Rocchio
retriever=Lexical, exp...
2026.02
30.76
28.58
47.11
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