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 651–660 of 14297 papers

Title	Date	Tasks	Status	Hype
Leveraging LLMs for Utility-Focused Annotation: Reducing Manual Effort for Retrieval and RAG	Apr 7, 2025	Answer GenerationRAG	—Unverified	0
GraphRAFT: Retrieval Augmented Fine-Tuning for Knowledge Graphs on Graph Databases	Apr 7, 2025	Knowledge GraphsRAG	CodeCode Available	0
Collab-RAG: Boosting Retrieval-Augmented Generation for Complex Question Answering via White-Box and Black-Box LLM Collaboration	Apr 7, 2025	Language ModelingLanguage Modelling	CodeCode Available	1
Unleashing the Power of LLMs in Dense Retrieval with Query Likelihood Modeling	Apr 7, 2025	Information RetrievalLanguage Modeling	—Unverified	0
TC-MGC: Text-Conditioned Multi-Grained Contrastive Learning for Text-Video Retrieval	Apr 7, 2025	Contrastive LearningRetrieval	CodeCode Available	0
CCSK:Cognitive Convection of Self-Knowledge Based Retrieval Augmentation for Large Language Models	Apr 7, 2025	Information RetrievalRAG	—Unverified	0
RS-RAG: Bridging Remote Sensing Imagery and Comprehensive Knowledge with a Multi-Modal Dataset and Retrieval-Augmented Generation Model	Apr 7, 2025	Image Captioningimage-classification	—Unverified	0
Lightweight and Direct Document Relevance Optimization for Generative Information Retrieval	Apr 7, 2025	Information RetrievalNatural Questions	CodeCode Available	1
AdaptRec: A Self-Adaptive Framework for Sequential Recommendations with Large Language Models	Apr 6, 2025	RetrievalSequential Recommendation	—Unverified	0
QE-RAG: A Robust Retrieval-Augmented Generation Benchmark for Query Entry Errors	Apr 5, 2025	Contrastive LearningRAG	—Unverified	0

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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