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 3811–3820 of 14297 papers

Title	Date	Tasks	Status	Score
Is Multimodal Vision Supervision Beneficial to Language?	Feb 10, 2023	Image RetrievalNatural Language Understanding	CodeCode Available	5
Is Non-IID Data a Threat in Federated Online Learning to Rank?	Apr 20, 2022	Federated LearningInformation Retrieval	CodeCode Available	5
JIR-Arena: The First Benchmark Dataset for Just-in-time Information Recommendation	May 19, 2025	Information RetrievalRetrieval	CodeCode Available	5
KAP: MLLM-assisted OCR Text Enhancement for Hybrid Retrieval in Chinese Non-Narrative Documents	Mar 11, 2025	Optical Character Recognition (OCR)Retrieval	CodeCode Available	5
Continual Learning for Generative Retrieval over Dynamic Corpora	Aug 29, 2023	Continual LearningQuantization	CodeCode Available	5
A System for Comprehensive Assessment of RAG Frameworks	Apr 10, 2025	RAGRetrieval	CodeCode Available	5
ir_metadata: An Extensible Metadata Schema for IR Experiments	Jul 18, 2022	Information RetrievalRetrieval	CodeCode Available	5
Bilingual alignment transfers to multilingual alignment for unsupervised parallel text mining	Apr 15, 2021	Language ModelingLanguage Modelling	CodeCode Available	5
Context Unaware Knowledge Distillation for Image Retrieval	Jul 19, 2022	Image RetrievalKnowledge Distillation	CodeCode Available	5
IR like a SIR: Sense-enhanced Information Retrieval for Multiple Languages	Nov 1, 2021	Information RetrievalRetrieval	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