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 1641–1650 of 14297 papers

Title	Date	Tasks	Status	Hype
KG-Retriever: Efficient Knowledge Indexing for Retrieval-Augmented Large Language Models	Dec 7, 2024	Multi-hop Question AnsweringNavigate	CodeCode Available	1
Ranking Narrative Query Graphs for Biomedical Document Retrieval (Technical Report)	Dec 6, 2024	Knowledge GraphsRetrieval	CodeCode Available	0
Enhancing LLMs for Impression Generation in Radiology Reports through a Multi-Agent System	Dec 6, 2024	DiagnosticLanguage Modeling	—Unverified	0
Diff4Steer: Steerable Diffusion Prior for Generative Music Retrieval with Semantic Guidance	Dec 6, 2024	Retrieval	—Unverified	0
TOBUGraph: Knowledge Graph-Based Retrieval for Enhanced LLM Performance Beyond RAG	Dec 6, 2024	ChunkingHallucination	—Unverified	0
HiVeGen -- Hierarchical LLM-based Verilog Generation for Scalable Chip Design	Dec 6, 2024	Code GenerationRetrieval	—Unverified	0
DAug: Diffusion-based Channel Augmentation for Radiology Image Retrieval and Classification	Dec 6, 2024	Contrastive LearningImage Retrieval	—Unverified	0
REGENT: A Retrieval-Augmented Generalist Agent That Can Act In-Context in New Environments	Dec 6, 2024	In-Context LearningRetrieval	—Unverified	0
Enhancing Cross-Language Code Translation via Task-Specific Embedding Alignment in Retrieval-Augmented Generation	Dec 6, 2024	Code GenerationCode Translation	—Unverified	0
Mix-Modality Person Re-Identification: A New and Practical Paradigm	Dec 6, 2024	Cross-Modality Person Re-identificationPerson Re-Identification	—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