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 1311–1320 of 14297 papers

Title	Date	Tasks	Status	Hype
MomentDiff: Generative Video Moment Retrieval from Random to Real	Jul 6, 2023	Moment RetrievalRetrieval	CodeCode Available	1
SHARCS: Shared Concept Space for Explainable Multimodal Learning	Jul 1, 2023	Retrieval	CodeCode Available	1
ProbVLM: Probabilistic Adapter for Frozen Vision-Language Models	Jul 1, 2023	Active LearningModel Selection	CodeCode Available	1
Multimodal Prompt Retrieval for Generative Visual Question Answering	Jun 30, 2023	Domain AdaptationGenerative Visual Question Answering	CodeCode Available	1
Audio Embeddings as Teachers for Music Classification	Jun 30, 2023	ClassificationInformation Retrieval	CodeCode Available	1
Beyond CO2 Emissions: The Overlooked Impact of Water Consumption of Information Retrieval Models	Jun 29, 2023	Information RetrievalRetrieval	CodeCode Available	1
Histopathology Slide Indexing and Search: Are We There Yet?	Jun 29, 2023	DiagnosticImage Retrieval	CodeCode Available	1
Answer Mining from a Pool of Images: Towards Retrieval-Based Visual Question Answering	Jun 29, 2023	Answer GenerationQuestion Answering	CodeCode Available	1
Learning to Rank in Generative Retrieval	Jun 27, 2023	Learning-To-RankPassage Ranking	CodeCode Available	1
SuperBench: A Super-Resolution Benchmark Dataset for Scientific Machine Learning	Jun 24, 2023	RetrievalSuper-Resolution	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