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

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Showing 4981–4990 of 14297 papers

Title	Date	Tasks	Status	Score
Exploring the Temporal Cues to Enhance Video Retrieval on Standardized CDVA	Apr 11, 2022	RetrievalVideo Retrieval	CodeCode Available	5
Machine Reading of Historical Events	Jul 1, 2020	Information RetrievalReading Comprehension	CodeCode Available	5
Generative Principal Component Analysis	Mar 18, 2022	Retrieval	CodeCode Available	5
Effective Controllable Bias Mitigation for Classification and Retrieval using Gate Adapters	Jan 29, 2024	FairnessRetrieval	CodeCode Available	5
CMIR-NET : A Deep Learning Based Model For Cross-Modal Retrieval In Remote Sensing	Apr 9, 2019	Cross-Modal Information RetrievalCross-Modal Retrieval	CodeCode Available	5
MaFeRw: Query Rewriting with Multi-Aspect Feedbacks for Retrieval-Augmented Large Language Models	Aug 30, 2024	RAGResponse Generation	CodeCode Available	5
Generating Diverse and Meaningful Captions	Dec 19, 2018	DiversityImage Captioning	CodeCode Available	5
Generating Images from Captions with Attention	Nov 9, 2015	Image GenerationRetrieval	CodeCode Available	5
Effective and Efficient Indexing in Cross-Modal Hashing-Based Datasets	Apr 30, 2019	Cross-Modal RetrievalRetrieval	CodeCode Available	5
Generalizing Conversational Dense Retrieval via LLM-Cognition Data Augmentation	Feb 11, 2024	Contrastive LearningConversational Search	CodeCode Available	5

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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