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 661–670 of 14297 papers

Title	Date	Tasks	Status	Hype	Score
Dialog Inpainting: Turning Documents into Dialogs	May 18, 2022	Conversational Question AnsweringQuestion Answering	CodeCode Available	1	5
BirdSAT: Cross-View Contrastive Masked Autoencoders for Bird Species Classification and Mapping	Oct 29, 2023	Contrastive LearningCross-Modal Retrieval	CodeCode Available	1	5
A CLIP-Hitchhiker's Guide to Long Video Retrieval	May 17, 2022	RetrievalVideo Retrieval	CodeCode Available	1	5
DialFact: A Benchmark for Fact-Checking in Dialogue	Oct 15, 2021	Claim VerificationFact Checking	CodeCode Available	1	5
A clinically motivated self-supervised approach for content-based image retrieval of CT liver images	Jul 11, 2022	Content-Based Image RetrievalImage Retrieval	CodeCode Available	1	5
BiomedRAG: A Retrieval Augmented Large Language Model for Biomedicine	May 1, 2024	Language ModelingLanguage Modelling	CodeCode Available	1	5
DialogCC: An Automated Pipeline for Creating High-Quality Multi-Modal Dialogue Dataset	Dec 8, 2022	DiversityImage Description	CodeCode Available	1	5
DiffusionRet: Generative Text-Video Retrieval with Diffusion Model	Mar 17, 2023	RetrievalVideo Retrieval	CodeCode Available	1	5
Why So Gullible? Enhancing the Robustness of Retrieval-Augmented Models against Counterfactual Noise	May 2, 2023	counterfactualFew-Shot Learning	CodeCode Available	1	5
BioImage.IO Chatbot: A Community-Driven AI Assistant for Integrative Computational Bioimaging	Oct 23, 2023	ChatbotInformation Retrieval	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