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 1511–1520 of 14297 papers

Title	Date	Tasks	Status	Hype	Score
Fine-grained Textual Inversion Network for Zero-Shot Composed Image Retrieval	Mar 25, 2025	AttributeImage Retrieval	CodeCode Available	1	5
Enhancing Recipe Retrieval with Foundation Models: A Data Augmentation Perspective	Dec 8, 2023	Cross-Modal RetrievalData Augmentation	CodeCode Available	1	5
3rd Place: A Global and Local Dual Retrieval Solution to Facebook AI Image Similarity Challenge	Dec 4, 2021	GPURetrieval	CodeCode Available	1	5
KAE: Kolmogorov-Arnold Auto-Encoder for Representation Learning	Dec 31, 2024	DenoisingRepresentation Learning	CodeCode Available	1	5
Cascaded Multilingual Audio-Visual Learning from Videos	Nov 8, 2021	audio-visual learningRetrieval	CodeCode Available	1	5
Are "Undocumented Workers" the Same as "Illegal Aliens"? Disentangling Denotation and Connotation in Vector Spaces	Oct 6, 2020	DiversityInformation Retrieval	CodeCode Available	1	5
CARE: a Benchmark Suite for the Classification and Retrieval of Enzymes	Jun 21, 2024	ClassificationOut-of-Distribution Generalization	CodeCode Available	1	5
KAT: A Knowledge Augmented Transformer for Vision-and-Language	Dec 16, 2021	Answer GenerationDecoder	CodeCode Available	1	5
Fine-Grained Image-Text Matching by Cross-Modal Hard Aligning Network	Jan 1, 2023	Image-text matchingRetrieval	CodeCode Available	1	5
Fine-grained Video-Text Retrieval with Hierarchical Graph Reasoning	Mar 1, 2020	Cross-Modal RetrievalRetrieval	CodeCode Available	1	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