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 1781–1790 of 14297 papers

Title	Date	Tasks	Status	Hype
A Unified End-to-End Retriever-Reader Framework for Knowledge-based VQA	Jun 30, 2022	Question AnsweringRetrieval	CodeCode Available	1
Trial2Vec: Zero-Shot Clinical Trial Document Similarity Search using Self-Supervision	Jun 29, 2022	Clinical KnowledgeRetrieval	CodeCode Available	1
Short-Term Plasticity Neurons Learning to Learn and Forget	Jun 28, 2022	MuJoCoReinforcement Learning (RL)	CodeCode Available	1
SLIC: Self-Supervised Learning with Iterative Clustering for Human Action Videos	Jun 25, 2022	Action ClassificationClustering	CodeCode Available	1
Symmetric Network with Spatial Relationship Modeling for Natural Language-based Vehicle Retrieval	Jun 22, 2022	Retrievalvalid	CodeCode Available	1
Questions Are All You Need to Train a Dense Passage Retriever	Jun 21, 2022	AllDenoising	CodeCode Available	1
Bridging the Gap Between Indexing and Retrieval for Differentiable Search Index with Query Generation	Jun 21, 2022	Information RetrievalPassage Retrieval	CodeCode Available	1
A Dense Representation Framework for Lexical and Semantic Matching	Jun 20, 2022	RetrievalSemantic Text Matching	CodeCode Available	1
Self-supervised deep image restoration via adaptive stochastic gradient Langevin dynamics	Jun 19, 2022	compressed sensingDeep Learning	CodeCode Available	1
Conditioned and Composed Image Retrieval Combining and Partially Fine-Tuning CLIP-Based Features	Jun 19, 2022	Composed Image Retrieval (CoIR)Content-Based Image 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