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 1911–1920 of 14297 papers

Title	Date	Tasks	Status	Hype
Leveraging Large Language Models for Medical Information Extraction and Query Generation	Oct 31, 2024	Computational EfficiencyRetrieval	—Unverified	0
Towards Cross-Modal Text-Molecule Retrieval with Better Modality Alignment	Oct 31, 2024	Contrastive Learningcross-modal alignment	CodeCode Available	0
MoTaDual: Modality-Task Dual Alignment for Enhanced Zero-shot Composed Image Retrieval	Oct 31, 2024	Image RetrievalPrompt Learning	—Unverified	0
Responsible Retrieval Augmented Generation for Climate Decision Making from Documents	Oct 31, 2024	Decision MakingRAG	—Unverified	0
Nearest Neighbor Normalization Improves Multimodal Retrieval	Oct 31, 2024	Cross-Modal RetrievalImage Captioning	CodeCode Available	1
LEAF: Learning and Evaluation Augmented by Fact-Checking to Improve Factualness in Large Language Models	Oct 31, 2024	Fact CheckingMedical Question Answering	—Unverified	0
RAGraph: A General Retrieval-Augmented Graph Learning Framework	Oct 31, 2024	Graph ClassificationGraph Learning	CodeCode Available	1
Multilingual Vision-Language Pre-training for the Remote Sensing Domain	Oct 30, 2024	Cross-Modal Retrievalimage-classification	CodeCode Available	0
Mind the Gap: A Generalized Approach for Cross-Modal Embedding Alignment	Oct 30, 2024	Passage RetrievalRAG	—Unverified	0
HijackRAG: Hijacking Attacks against Retrieval-Augmented Large Language Models	Oct 30, 2024	RAGRetrieval	—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