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Information Retrieval on SciFact BEIR (test)

76.6nDCG@10

monoT5-3B + BM25

Updated 7d ago

Evaluation Results

Method	Links
monoT5-3B + BM25 2025.06		76.6
LATTICE 2025.10		75.8
RepLLaMA + RankLLaMA-13B 2025.06		75
BGE-large 2025.10		74.6
BGE-rer. 2025.10		74.1
Exp4Fuse 2025.06		73.8
+mono-T5 (100) 2026.04		72
PSI-Rank_{Avg} 2026.04		72
PSI-Rank_{Dyn} 2026.04		71.6
Exp4Fuse 2025.06		71.3
ReAtt 2022.12		71.2
Greedy-k (β = 2) 2026.04		71.1
ReAtt 2022.12		71
SPLADE++-v1 2025.06		70.4
SPLADE++ 2026.05		70.24
Contriever + HyDE 2025.06		69.1
TSDAE+GPL 2022.12		68.9
Exp4Fuse 2025.06		68.8
uniCOIL 2025.06		68.6
AgentIR BM25 2026.05		68.28
BM25 2025.06		67.9
Contriever 2022.12		67.7
docT5query 2025.06		67.5
BM25 (100) 2026.04		67.2
BM25 2022.12		66.5
ColBERT-NQ 2022.12		65.3
PSI-Rank_{Dyn} 2026.04		65.1
TAS-B 2025.06		64.4
PSI-Rank_{Avg,Avg} 2026.04		62.8
SimLM 2025.06		62.4
SimLM + query2doc 2025.06		59.5
+mono-T5 (100) + duo-T5 (50) 2026.04		57.9
Greedy-k (β = 2) 2026.04		57.5
SimCSE 2022.12		55
ANCE 2022.12		50.7
DPR 2022.12		31.8