Retrieval

A methodology that involves selecting relevant data or examples from a large dataset to support tasks like prediction, learning, or inference. It enhances models by providing context or additional information, often used in systems like retrieval-augmented generation or in-context learning.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1991–2000 of 14297 papers

Title	Date	Tasks	Status	Hype
Learning Cross-Lingual IR from an English Retriever	Dec 15, 2021	Cross-Lingual Information RetrievalInformation Retrieval	CodeCode Available	1
Large Dual Encoders Are Generalizable Retrievers	Dec 15, 2021	Domain GeneralizationPassage Retrieval	CodeCode Available	1
Learning to Retrieve Passages without Supervision	Dec 14, 2021	Contrastive LearningOpen-Domain Question Answering	CodeCode Available	1
GPL: Generative Pseudo Labeling for Unsupervised Domain Adaptation of Dense Retrieval	Dec 14, 2021	Domain AdaptationRetrieval	CodeCode Available	1
CLIP-Lite: Information Efficient Visual Representation Learning with Language Supervision	Dec 14, 2021	Contrastive LearningRepresentation Learning	CodeCode Available	1
Learning Token-based Representation for Image Retrieval	Dec 12, 2021	Image RetrievalRetrieval	CodeCode Available	1
Self-Supervised Modality-Aware Multiple Granularity Pre-Training for RGB-Infrared Person Re-Identification	Dec 12, 2021	Contrastive LearningCross-Modality Person Re-identification	CodeCode Available	1
Densifying Sparse Representations for Passage Retrieval by Representational Slicing	Dec 9, 2021	Passage RetrievalRetrieval	CodeCode Available	1
Prompting Visual-Language Models for Efficient Video Understanding	Dec 8, 2021	Action RecognitionLanguage Modelling	CodeCode Available	1
Learning music audio representations via weak language supervision	Dec 8, 2021	Audio ClassificationInformation Retrieval	CodeCode Available	1

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All datasets Quora Question Pairs HotpotQA Natural Questions OK-VQA InfoSeek MVK Polyvore PubMedQA PubMedQA corpus with metadata ToolLens คลิปไวรัล!! ไอซ์ ปรีชญา ลืมปิดไลฟ์สดตอนอาบน้ำ ถูกแชร์กระหึ่มเน็ต

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	BM25S	Queries per second	183.53	—	Unverified
2	Elasticsearch	Queries per second	21.8	—	Unverified
3	BM25-PT	Queries per second	6.49	—	Unverified
4	Rank-BM25	Queries per second	1.18	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BM25S	Queries per second	20.88	—	Unverified
2	Elasticsearch	Queries per second	7.11	—	Unverified
3	Rank-BM25	Queries per second	0.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BM25S	Queries per second	41.85	—	Unverified
2	Elasticsearch	Queries per second	12.16	—	Unverified
3	Rank-BM25	Queries per second	0.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FLMR	Recall@5	89.32	—	Unverified
2	RA-VQA	Recall@5	82.84	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PreFLMR	Recall@5	62.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CLIP-KIS	text-to-video Mean Rank	30	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CLIP4Outfit	Recall@5	7.59	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MetaGen Blended RAG	Accuracy (Top-1)	82.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MetaGen Blended RAG	Accuracy (Top-1)	82.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	COLT	COMP@	84.55	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	hello	0L	1,121,222	—	Unverified