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 121–130 of 14297 papers

Title	Date	Tasks	Status	Hype	Score
PathRAG: Pruning Graph-based Retrieval Augmented Generation with Relational Paths	Feb 18, 2025	RAGRetrieval	CodeCode Available	3	5
Adaptive-RAG: Learning to Adapt Retrieval-Augmented Large Language Models through Question Complexity	Mar 21, 2024	Question AnsweringRAG	CodeCode Available	3	5
Corrective Retrieval Augmented Generation	Jan 29, 2024	RAGRetrieval	CodeCode Available	3	5
MMed-RAG: Versatile Multimodal RAG System for Medical Vision Language Models	Oct 16, 2024	DiagnosticHallucination	CodeCode Available	3	5
MoC: Mixtures of Text Chunking Learners for Retrieval-Augmented Generation System	Mar 12, 2025	ChunkingComputational Efficiency	CodeCode Available	3	5
MS MARCO Web Search: a Large-scale Information-rich Web Dataset with Millions of Real Click Labels	May 13, 2024	Information RetrievalRetrieval	CodeCode Available	3	5
MegaPairs: Massive Data Synthesis For Universal Multimodal Retrieval	Dec 19, 2024	Image RetrievalRetrieval	CodeCode Available	3	5
MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot	Feb 6, 2025	DiagnosticLarge Language Model	CodeCode Available	3	5
Multi-Head RAG: Solving Multi-Aspect Problems with LLMs	Jun 7, 2024	BenchmarkingDecoder	CodeCode Available	3	5
LRP4RAG: Detecting Hallucinations in Retrieval-Augmented Generation via Layer-wise Relevance Propagation	Aug 28, 2024	RAGRetrieval	CodeCode Available	3	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