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 3451–3460 of 14297 papers

Title	Date	Tasks	Status
BagFormer: Better Cross-Modal Retrieval via bag-wise interaction	Dec 29, 2022	Cross-Modal RetrievalRetrieval	—Unverified
DeepFashion: Powering Robust Clothes Recognition and Retrieval With Rich Annotations	Jun 1, 2016	2D Cyclist DetectionRetrieval	—Unverified
Bag of Attributes for Video Event Retrieval	Jul 18, 2016	AttributeRetrieval	—Unverified
Deep Features for CBIR with Scarce Data using Hebbian Learning	May 18, 2022	Content-Based Image RetrievalImage Retrieval	—Unverified
AutoMerge: A Framework for Map Assembling and Smoothing in City-scale Environments	Jul 14, 2022	Loop Closure DetectionRetrieval	—Unverified
Phase-based Minimalist Parsing and complexity in non-local dependencies	Jun 3, 2019	Retrieval	—Unverified
Deep Frequency Filtering for Domain Generalization	Mar 23, 2022	Domain GeneralizationRetrieval	—Unverified
Deep Fusion of Multi-attentive Local and Global Features with Higher Efficiency for Image Retrieval	Sep 29, 2021	Image RetrievalRe-Ranking	—Unverified
Deep Gaussian Processes for Biogeophysical Parameter Retrieval and Model Inversion	Apr 16, 2021	Earth ObservationGaussian Processes	—Unverified
Data leakage in cross-modal retrieval training: A case study	Feb 23, 2023	Cross-Modal RetrievalRetrieval	—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