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Benchmarks
Retrieval on NTCIR-15 Keyword (test)
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48.3
MAP
PIPER
7.324
17.962
28.6
39.238
May 18, 2026
MAP
P@10
R@10
nDCG@10
Updated 15d ago
Evaluation Results
Method
Method
Links
MAP
P@10
R@10
nDCG@10
PIPER
query optimization=true
2026.05
48.3
43
56.3
57.8
Dense-BGE
2026.05
34.2
36
48
48.7
ColBERTv2
2026.05
26.3
27
36.9
39.8
SPLADE
2026.05
25.3
27
33.9
37.9
BM25
2026.05
20.4
26
30.1
33
PIPER
query optimization=false
2026.05
20
15
22
32.7
TAPAS-base
2026.05
8.9
16
16.1
17.7
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