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 131–140 of 14297 papers

Title	Date	Tasks	Status	Hype
MegaPairs: Massive Data Synthesis For Universal Multimodal Retrieval	Dec 19, 2024	Image RetrievalRetrieval	CodeCode Available	3
MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot	Feb 6, 2025	DiagnosticLarge Language Model	CodeCode Available	3
MMed-RAG: Versatile Multimodal RAG System for Medical Vision Language Models	Oct 16, 2024	DiagnosticHallucination	CodeCode Available	3
MultiHop-RAG: Benchmarking Retrieval-Augmented Generation for Multi-Hop Queries	Jan 27, 2024	BenchmarkingRAG	CodeCode Available	3
MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions	Mar 28, 2024	Image RetrievalImplicit Relations	CodeCode Available	3
M3D: Advancing 3D Medical Image Analysis with Multi-Modal Large Language Models	Mar 31, 2024	Image-text RetrievalLanguage Modeling	CodeCode Available	3
LRP4RAG: Detecting Hallucinations in Retrieval-Augmented Generation via Layer-wise Relevance Propagation	Aug 28, 2024	RAGRetrieval	CodeCode Available	3
MDocAgent: A Multi-Modal Multi-Agent Framework for Document Understanding	Mar 18, 2025	document understandingQuestion Answering	CodeCode Available	3
Ai2 Scholar QA: Organized Literature Synthesis with Attribution	Apr 15, 2025	Question AnsweringRetrieval	CodeCode Available	3
CHESS: Contextual Harnessing for Efficient SQL Synthesis	May 27, 2024	Large Language ModelPrivacy Preserving	CodeCode Available	3

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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