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 2321–2330 of 14297 papers

Title	Date	Tasks	Status	Hype
OpenMatch: An Open Source Library for Neu-IR Research	Jan 30, 2021	Document RankingInformation Retrieval	CodeCode Available	1
A Comprehensive Survey and Experimental Comparison of Graph-Based Approximate Nearest Neighbor Search	Jan 29, 2021	Information RetrievalRecommendation Systems	CodeCode Available	1
Deep Triplet Hashing Network for Case-based Medical Image Retrieval	Jan 29, 2021	ClassificationDeep Hashing	CodeCode Available	1
Eliminate Deviation with Deviation for Data Augmentation and a General Multi-modal Data Learning Method	Jan 21, 2021	Adversarial DefenseData Augmentation	CodeCode Available	1
Rethink Training of BERT Rerankers in Multi-Stage Retrieval Pipeline	Jan 21, 2021	RetrievalText Retrieval	CodeCode Available	1
TCLR: Temporal Contrastive Learning for Video Representation	Jan 20, 2021	Action ClassificationAction Recognition	CodeCode Available	1
Dive into Decision Trees and Forests: A Theoretical Demonstration	Jan 20, 2021	Information RetrievalRecommendation Systems	CodeCode Available	1
Joint Learning of 3D Shape Retrieval and Deformation	Jan 19, 2021	3D Shape RetrievalRetrieval	CodeCode Available	1
Mitigating the Position Bias of Transformer Models in Passage Re-Ranking	Jan 18, 2021	Passage Re-RankingPosition	CodeCode Available	1
Match-Ignition: Plugging PageRank into Transformer for Long-form Text Matching	Jan 16, 2021	Community Question AnsweringForm	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