Ad-Hoc Information Retrieval on TREC Robust04

Metric: P@20 (higher is better)

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#	Model↕	P@20▼	Extra Data	Paper	Date↕	Code
1	monoT5-3B (zero-shot)	0.5165	No	Document Ranking with a Pretrained Sequence-to-S...	2020-03-14	Code
2	CEDR-KNRM	0.4667	No	CEDR: Contextualized Embeddings for Document Ran...	2019-04-15	Code
3	PARADE(ELECTRA)	0.4604	No	PARADE: Passage Representation Aggregation for D...	2020-08-20	Code
4	PARADE(BERT)	0.4486	No	PARADE: Passage Representation Aggregation for D...	2020-08-20	Code
5	BERT FT(Microblog)	0.4287	No	Simple Applications of BERT for Ad Hoc Document ...	2019-03-26	Code
6	NPRF-DRMM	0.4064	No	NPRF: A Neural Pseudo Relevance Feedback Framewo...	2018-10-30	Code
7	Vanilla BERT	0.4042	No	CEDR: Contextualized Embeddings for Document Ran...	2019-04-15	Code
8	Anserini BM25+RM3	0.4012	No	-	-	Code
9	SNRM-PRF	0.3948	No	-	-	Code
10	NPRF-KNRM	0.3926	No	NPRF: A Neural Pseudo Relevance Feedback Framewo...	2018-10-30	Code
11	POSIT-DRMM-MV	0.389	No	Deep Relevance Ranking Using Enhanced Document-Q...	2018-09-05	Code
12	DRMM	0.382	No	A Deep Relevance Matching Model for Ad-hoc Retri...	2017-11-23	Code
13	SNRM	0.3766	No	-	-	Code
14	PACRR	0.374	No	Deep Relevance Ranking Using Enhanced Document-Q...	2018-09-05	Code
15	KNRM	0.351	No	NPRF: A Neural Pseudo Relevance Feedback Framewo...	2018-10-30	Code

#1monoT5-3B (zero-shot)SOTA
0.5165
P@20· 2020-03-14
Document Ranking with a Pretrained Sequence-to-Sequence Model Code
#2CEDR-KNRMSOTA
0.4667
P@20· 2019-04-15
CEDR: Contextualized Embeddings for Document Ranking Code
#3PARADE(ELECTRA)
0.4604
P@20· 2020-08-20
PARADE: Passage Representation Aggregation for Document Reranking Code
#4PARADE(BERT)
0.4486
P@20· 2020-08-20
PARADE: Passage Representation Aggregation for Document Reranking Code
#5BERT FT(Microblog)SOTA
0.4287
P@20· 2019-03-26
Simple Applications of BERT for Ad Hoc Document Retrieval Code
#6NPRF-DRMMSOTA
0.4064
P@20· 2018-10-30
NPRF: A Neural Pseudo Relevance Feedback Framework for Ad-hoc Information Retrieval Code
#7Vanilla BERT
0.4042
P@20· 2019-04-15
CEDR: Contextualized Embeddings for Document Ranking Code
#8Anserini BM25+RM3
0.4012
P@20
No paperCode
#9SNRM-PRF
0.3948
P@20
No paperCode
#10NPRF-KNRM
0.3926
P@20· 2018-10-30
NPRF: A Neural Pseudo Relevance Feedback Framework for Ad-hoc Information Retrieval Code
#11POSIT-DRMM-MVSOTA
0.389
P@20· 2018-09-05
Deep Relevance Ranking Using Enhanced Document-Query Interactions Code
#12DRMMSOTA
0.382
P@20· 2017-11-23
A Deep Relevance Matching Model for Ad-hoc Retrieval Code
#13SNRM
0.3766
P@20
No paperCode
#14PACRR
0.374
P@20· 2018-09-05
Deep Relevance Ranking Using Enhanced Document-Query Interactions Code
#15KNRM
0.351
P@20· 2018-10-30
NPRF: A Neural Pseudo Relevance Feedback Framework for Ad-hoc Information Retrieval Code