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MS MARCO

Benchmarks

Task NameDataset NameSOTA ResultTrend
RetrievalMS MARCO (dev)
MRR@100.401
84
Passage RankingMS MARCO (dev)
MRR@1043.3
73
RerankingMS MARCO (dev)
MRR@1041.4
71
RetrievalMS MARCO v1
Retrieval Latency (ms)0.5
57
Information RetrievalMS MARCO (test)
NDCG@100.714
56
Information RetrievalMS MARCO
NDCG@1093
56
Information RetrievalMS MARCO DL2019
nDCG@1074.6
26
Text RetrievalMS MARCO Document
MRR@1045.9
26
Text RetrievalMS MARCO Passage
MRR@100.437
26
Document RetrievalMS MARCO Document (dev)
MRR@1000.479
24
Text Reconstruction from EmbeddingsMS MARCO
BLEU-134.44
20
Information RetrievalMS MARCO TREC DL19 1.0 (test)
nDCG@100.648
20
RetrievalMS MARCO
Recall97.1
20
Information RetrievalMS MARCO in-domain
NDCG@100.473
18
Web Search RetrievalMS MARCO (dev)
MRR@100.452
17
Passage RetrievalMS MARCO (dev)
MRR@1043.1
17
Information RetrievalMS Marco
NDCG@1044.2
15
Document RetrievalMS MARCO MS300K (test)
MRR@1057.6
14
Passage RetrievalMS MARCO passage (dev)
NDCG@100.4134
14
Question AnsweringMS MARCO randomly selected 150 data points
BAR100
14
Document RetrievalMS Marco 300k (dev)
Hits@10.6032
14
Document RetrievalMS Marco 100k (dev)
Hits@170.74
14
Text RankingMS MARCO In-domain suite (TREC DL19, TREC DL20) v1 (dev test)
NDCG@10 (Sparse, BM25, MS MARCO)0.48
13
Information RetrievalMS MARCO (dev)
NDCG@1032.92
12
Document RankingMS MARCO Document 200 sampled queries (test)
Top-5 Success Rate93
12
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