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Information Retrieval

Information retrieval is the task of ranking a list of documents or search results in response to a query

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Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 411–420 of 4740 papers

Title	Date	Tasks	Status	Hype
Cross-domain Retrieval in the Legal and Patent Domains: a Reproducibility Study	Dec 21, 2020	Information RetrievalLanguage Modelling	CodeCode Available	1
Distilling Knowledge from Reader to Retriever for Question Answering	Dec 8, 2020	Information RetrievalKnowledge Distillation	CodeCode Available	1
StacMR: Scene-Text Aware Cross-Modal Retrieval	Dec 8, 2020	Cross-Modal RetrievalInformation Retrieval	CodeCode Available	1
Structural Text Segmentation of Legal Documents	Dec 7, 2020	Change DetectionInformation Retrieval	CodeCode Available	1
DebateSum: A large-scale argument mining and summarization dataset	Nov 14, 2020	Abstractive Text SummarizationArgument Mining	CodeCode Available	1
CMT in TREC-COVID Round 2: Mitigating the Generalization Gaps from Web to Special Domain Search	Nov 3, 2020	Domain AdaptationFew-Shot Learning	CodeCode Available	1
Should Graph Convolution Trust Neighbors? A Simple Causal Inference Method	Oct 22, 2020	BlockingCausal Inference	CodeCode Available	1
CoRT: Complementary Rankings from Transformers	Oct 20, 2020	Information RetrievalPassage Retrieval	CodeCode Available	1
Learning To Retrieve: How to Train a Dense Retrieval Model Effectively and Efficiently	Oct 20, 2020	Information RetrievalPassage Retrieval	CodeCode Available	1
Delaying Interaction Layers in Transformer-based Encoders for Efficient Open Domain Question Answering	Oct 16, 2020	Information RetrievalManagement	CodeCode Available	1

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All datasets BSARD MS MARCO CQADupStack TREC-PM Amazon MSLR WEB30K MSMARCO MTEB News Headlines Ohsumed

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Two-tower Bi-Encoder (RoBERTa)	Recall@100	74.78	—	Unverified
2	Siamese Bi-Encoder (RoBERTa)	Recall@100	71.63	—	Unverified
3	BM25	Recall@100	51.33	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RetroMAE v2	MRR@10	42.58	—	Unverified
2	ConAE-256	Time (ms)	0.33	—	Unverified
3	ConAE-128	Time (ms)	0.32	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SGPT-BE-5.8B	mAP@100	0.16	—	Unverified
2	TSDAE	mAP@100	0.15	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	hpipubcommon	infNDCG	0.56	—	Unverified
2	hpictall	infNDCG	0.55	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MIND	HR@30	0.32	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Distilled Network	nDCG@10	0.53	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RetroMAE	MRR@10	0.42	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SGPT-5.8B-msmarco	nDCG@10	50.25	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Information Retrieval + SVM	1:1 Accuracy	83.79	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BERT+CONCEPT FILTER	NDCG	0.25	—	Unverified