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 2771–2780 of 14297 papers

Title	Date	Tasks	Status
A Comparative Study on TF-IDF feature Weighting Method and its Analysis using Unstructured Dataset	Aug 8, 2023	ClassificationInformation Retrieval	—Unverified
DAug: Diffusion-based Channel Augmentation for Radiology Image Retrieval and Classification	Dec 6, 2024	Contrastive LearningImage Retrieval	—Unverified
Bridging Industrial Expertise and XR with LLM-Powered Conversational Agents	Apr 7, 2025	ChunkingRAG	—Unverified
A novel graph-based model for hybrid recommendations in cold-start scenarios	Aug 31, 2018	BIG-bench Machine LearningCollaborative Filtering	—Unverified
Bridging High-Quality Audio and Video via Language for Sound Effects Retrieval from Visual Queries	Aug 17, 2023	Contrastive LearningRetrieval	—Unverified
Bridging Gap between Image Pixels and Semantics via Supervision: A Survey	Jul 29, 2021	Content-Based Image RetrievalImage Retrieval	—Unverified
3D-Assisted Image Feature Synthesis for Novel Views of an Object	Nov 26, 2014	Image RetrievalObject	—Unverified
Bridging Dense and Sparse Maximum Inner Product Search	Sep 16, 2023	Dimensionality ReductionInformation Retrieval	—Unverified
Bridge the Gap between Language models and Tabular Understanding	Feb 16, 2023	Contrastive LearningLanguage Modeling	—Unverified
A Novel Framework to Jointly Compress and Index Remote Sensing Images for Efficient Content-Based Retrieval	Jan 17, 2022	Content-Based Image RetrievalImage Compression	—Unverified

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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