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 1531–1540 of 14297 papers

Title	Date	Tasks	Status	Hype
LexLIP: Lexicon-Bottlenecked Language-Image Pre-Training for Large-Scale Image-Text Retrieval	Feb 6, 2023	Image-text RetrievalRetrieval	CodeCode Available	1
ReDi: Efficient Learning-Free Diffusion Inference via Trajectory Retrieval	Feb 5, 2023	Image GenerationImage Stylization	CodeCode Available	1
Simple, Effective and General: A New Backbone for Cross-view Image Geo-localization	Feb 3, 2023	geo-localizationGPU	CodeCode Available	1
Multimodality Representation Learning: A Survey on Evolution, Pretraining and Its Applications	Feb 1, 2023	Question AnsweringRepresentation Learning	CodeCode Available	1
What Makes Good Examples for Visual In-Context Learning?	Jan 31, 2023	In-Context LearningRetrieval	CodeCode Available	1
Learning, Fast and Slow: A Goal-Directed Memory-Based Approach for Dynamic Environments	Jan 31, 2023	Reinforcement Learning (RL)Retrieval	CodeCode Available	1
Finding the Law: Enhancing Statutory Article Retrieval via Graph Neural Networks	Jan 30, 2023	Ad-Hoc Information RetrievalArticles	CodeCode Available	1
ProtST: Multi-Modality Learning of Protein Sequences and Biomedical Texts	Jan 28, 2023	Representation LearningRetrieval	CodeCode Available	1
GPU-based Private Information Retrieval for On-Device Machine Learning Inference	Jan 26, 2023	CPUGPU	CodeCode Available	1
Revisiting Temporal Modeling for CLIP-based Image-to-Video Knowledge Transferring	Jan 26, 2023	Representation LearningRetrieval	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