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 1991–2000 of 14297 papers

Title	Date	Tasks	Status	Hype
DeCLUTR: Deep Contrastive Learning for Unsupervised Textual Representations	Jun 5, 2020	ClusteringContrastive Learning	CodeCode Available	1
CityFlow-NL: Tracking and Retrieval of Vehicles at City Scale by Natural Language Descriptions	Jan 12, 2021	Multi-Object TrackingObject Tracking	CodeCode Available	1
Creating Something from Nothing: Unsupervised Knowledge Distillation for Cross-Modal Hashing	Apr 1, 2020	Knowledge DistillationRetrieval	CodeCode Available	1
C-RAG: Certified Generation Risks for Retrieval-Augmented Language Models	Feb 5, 2024	RAGRetrieval	CodeCode Available	1
An Objective Metric for Explainable AI: How and Why to Estimate the Degree of Explainability	Sep 11, 2021	Decision MakingInformation Retrieval	CodeCode Available	1
CREPE: A Convolutional Representation for Pitch Estimation	Feb 17, 2018	Information RetrievalMusic Information Retrieval	CodeCode Available	1
RARE: Retrieval-Augmented Reasoning Enhancement for Large Language Models	Dec 3, 2024	Information RetrievalRetrieval	CodeCode Available	1
CoVR-2: Automatic Data Construction for Composed Video Retrieval	Aug 28, 2023	Composed Image Retrieval (CoIR)Composed Video Retrieval (CoVR)	CodeCode Available	1
CRAFT Your Dataset: Task-Specific Synthetic Dataset Generation Through Corpus Retrieval and Augmentation	Sep 3, 2024	Dataset GenerationQuestion Answering	CodeCode Available	1
CREPE: Can Vision-Language Foundation Models Reason Compositionally?	Dec 13, 2022	Image RetrievalNegation	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