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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 3411–3420 of 14297 papers

Title	Date	Tasks	Status	Hype
SAGHOG: Self-Supervised Autoencoder for Generating HOG Features for Writer Retrieval	Apr 26, 2024	RetrievalWriter Retrieval	CodeCode Available	0
Human-Imperceptible Retrieval Poisoning Attacks in LLM-Powered Applications	Apr 26, 2024	RAGRetrieval	—Unverified	0
SetCSE: Set Operations using Contrastive Learning of Sentence Embeddings	Apr 25, 2024	Contrastive LearningInformation Retrieval	—Unverified	0
CriSp: Leveraging Tread Depth Maps for Enhanced Crime-Scene Shoeprint Matching	Apr 25, 2024	BenchmarkingData Augmentation	CodeCode Available	0
Make Your LLM Fully Utilize the Context	Apr 25, 2024	4kInformation Retrieval	CodeCode Available	5
Revisiting Relevance Feedback for CLIP-based Interactive Image Retrieval	Apr 25, 2024	Image RetrievalMetric Learning	—Unverified	0
Understanding Privacy Risks of Embeddings Induced by Large Language Models	Apr 25, 2024	RetrievalRetrieval-augmented Generation	—Unverified	0
FedStyle: Style-Based Federated Learning Crowdsourcing Framework for Art Commissions	Apr 25, 2024	Contrastive LearningFederated Learning	CodeCode Available	0
Hi-Gen: Generative Retrieval For Large-Scale Personalized E-commerce Search	Apr 24, 2024	Language ModellingMetric Learning	—Unverified	0
DVF: Advancing Robust and Accurate Fine-Grained Image Retrieval with Retrieval Guidelines	Apr 24, 2024	Image RetrievalRetrieval	—Unverified	0

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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