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

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Showing 3941–3950 of 14297 papers

Title	Date	Tasks	Status	Score
Introducing a Class-Aware Metric for Monocular Depth Estimation: An Automotive Perspective	Sep 6, 2024	Depth EstimationMonocular Depth Estimation	CodeCode Available	5
Integrating MedCLIP and Cross-Modal Fusion for Automatic Radiology Report Generation	Dec 10, 2024	Retrieval	CodeCode Available	5
Integrating Semantics and Neighborhood Information with Graph-Driven Generative Models for Document Retrieval	May 27, 2021	Information RetrievalRetrieval	CodeCode Available	5
InstUPR : Instruction-based Unsupervised Passage Reranking with Large Language Models	Mar 25, 2024	Instruction FollowingPassage Reranking	CodeCode Available	5
Integrating Listwise Ranking into Pairwise-based Image-Text Retrieval	May 26, 2023	Image-text RetrievalRetrieval	CodeCode Available	5
Improved Deep Hashing with Soft Pairwise Similarity for Multi-label Image Retrieval	Mar 8, 2018	Deep HashingImage Retrieval	CodeCode Available	5
Integrating Visual and Semantic Similarity Using Hierarchies for Image Retrieval	Aug 16, 2023	Content-Based Image RetrievalImage Retrieval	CodeCode Available	5
InRanker: Distilled Rankers for Zero-shot Information Retrieval	Jan 12, 2024	Information RetrievalLanguage Modeling	CodeCode Available	5
Input-Driven Dynamics for Robust Memory Retrieval in Hopfield Networks	Nov 6, 2024	Retrieval	CodeCode Available	5
INSPIRED2: An Improved Dataset for Sociable Conversational Recommendation	Aug 8, 2022	Conversational RecommendationRecommendation Systems	CodeCode Available	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