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 4231–4240 of 14297 papers

Title	Date	Tasks	Status	Score
COFAR: Commonsense and Factual Reasoning in Image Search	Oct 16, 2022	Image RetrievalRetrieval	CodeCode Available	5
Image Hashing by Minimizing Discrete Component-wise Wasserstein Distance	Feb 29, 2020	Image RetrievalQuantization	CodeCode Available	5
Image classification and retrieval with random depthwise signed convolutional neural networks	Jun 15, 2018	General Classificationimage-classification	CodeCode Available	5
ImageRef-VL: Enabling Contextual Image Referencing in Vision-Language Models	Jan 20, 2025	RAGRetrieval	CodeCode Available	5
Images & Recipes: Retrieval in the cooking context	May 2, 2018	BIG-bench Machine LearningRetrieval	CodeCode Available	5
Impact of time and note duration tokenizations on deep learning symbolic music modeling	Oct 12, 2023	Emotion ClassificationInformation Retrieval	CodeCode Available	5
A Simple and Effective Method To Eliminate the Self Language Bias in Multilingual Representations	Sep 10, 2021	Cross-Lingual TransferRetrieval	CodeCode Available	5
Image-Based Place Recognition on Bucolic Environment Across Seasons From Semantic Edge Description	Oct 28, 2019	Image RetrievalRetrieval	CodeCode Available	5
Illusions of Relevance: Using Content Injection Attacks to Deceive Retrievers, Rerankers, and LLM Judges	Jan 30, 2025	Information RetrievalLarge Language Model	CodeCode Available	5
Invisible Relevance Bias: Text-Image Retrieval Models Prefer AI-Generated Images	Nov 23, 2023	Cross-Modal RetrievalImage Retrieval	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