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 1431–1440 of 14297 papers

Title	Date	Tasks	Status	Hype
DAS: Densely-Anchored Sampling for Deep Metric Learning	Jul 30, 2022	Face RecognitionImage Retrieval	CodeCode Available	1
Fine-tuning CNN Image Retrieval with No Human Annotation	Nov 3, 2017	Image RetrievalRetrieval	CodeCode Available	1
DeCEMBERT: Learning from Noisy Instructional Videos via Dense Captions and Entropy Minimization	Jun 1, 2021	Question AnsweringRetrieval	CodeCode Available	1
FIRE: Fact-checking with Iterative Retrieval and Verification	Oct 17, 2024	Claim VerificationFact Checking	CodeCode Available	1
DeepTrust: A Reliable Financial Knowledge Retrieval Framework For Explaining Extreme Pricing Anomalies	Mar 11, 2022	Anomaly DetectionInformation Retrieval	CodeCode Available	1
FlexiViT: One Model for All Patch Sizes	Dec 15, 2022	AllImage-text Retrieval	CodeCode Available	1
Distinctive Image Captioning: Leveraging Ground Truth Captions in CLIP Guided Reinforcement Learning	Feb 21, 2024	Cross-Modal RetrievalImage Captioning	CodeCode Available	1
Florence: A New Foundation Model for Computer Vision	Nov 22, 2021	Action ClassificationAction Recognition	CodeCode Available	1
ABO: Dataset and Benchmarks for Real-World 3D Object Understanding	Oct 12, 2021	3D ReconstructionMetric Learning	CodeCode Available	1
Cross-Thought for Sentence Encoder Pre-training	Oct 7, 2020	Information RetrievalLanguage Modeling	CodeCode Available	1

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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