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 4611–4620 of 14297 papers

Title	Date	Tasks	Status	Score
CAVE: Correcting Attribute Values in E-commerce Profiles	Oct 17, 2022	AttributeAttribute Value Extraction	CodeCode Available	5
Improving the robustness of ImageNet classifiers using elements of human visual cognition	Jun 20, 2019	ClusteringRetrieval	CodeCode Available	5
HashNet: Deep Learning to Hash by Continuation	Feb 2, 2017	BinarizationDeep Learning	CodeCode Available	5
HBST: A Hamming Distance embedding Binary Search Tree for Visual Place Recognition	Feb 26, 2018	Image RetrievalRetrieval	CodeCode Available	5
EMS: Efficient and Effective Massively Multilingual Sentence Embedding Learning	May 31, 2022	Contrastive LearningGenre classification	CodeCode Available	5
Hashing with Binary Matrix Pursuit	Aug 6, 2018	Image RetrievalRetrieval	CodeCode Available	5
Hashing with Mutual Information	Mar 2, 2018	Image RetrievalRetrieval	CodeCode Available	5
Enhancing textual textbook question answering with large language models and retrieval augmented generation	Feb 5, 2024	Multiple-choiceQuestion Answering	CodeCode Available	5
HC4: A New Suite of Test Collections for Ad Hoc CLIR	Jan 24, 2022	Active LearningInformation Retrieval	CodeCode Available	5
AgAsk: An Agent to Help Answer Farmer's Questions From Scientific Documents	Dec 21, 2022	ArticlesInformation 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