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 1011–1020 of 14297 papers

Title	Date	Tasks	Status	Hype
Unsupervised Collaborative Metric Learning with Mixed-Scale Groups for General Object Retrieval	Mar 16, 2024	Metric LearningObject	CodeCode Available	1
KP-RED: Exploiting Semantic Keypoints for Joint 3D Shape Retrieval and Deformation	Mar 15, 2024	3D Shape RetrievalRetrieval	CodeCode Available	1
Enhancing LLM Factual Accuracy with RAG to Counter Hallucinations: A Case Study on Domain-Specific Queries in Private Knowledge-Bases	Mar 15, 2024	RAGRetrieval	CodeCode Available	1
Retrieval augmented text-to-SQL generation for epidemiological question answering using electronic health records	Mar 14, 2024	Question AnsweringRAG	CodeCode Available	1
PAPERCLIP: Associating Astronomical Observations and Natural Language with Multi-Modal Models	Mar 13, 2024	Image RetrievalNatural Language Queries	CodeCode Available	1
It's All About Your Sketch: Democratising Sketch Control in Diffusion Models	Mar 12, 2024	AllImage Retrieval	CodeCode Available	1
Textual Knowledge Matters: Cross-Modality Co-Teaching for Generalized Visual Class Discovery	Mar 12, 2024	DescriptiveRetrieval	CodeCode Available	1
FontCLIP: A Semantic Typography Visual-Language Model for Multilingual Font Applications	Mar 11, 2024	AttributeDescriptive	CodeCode Available	1
Leveraging Foundation Models for Content-Based Medical Image Retrieval in Radiology	Mar 11, 2024	BenchmarkingContent-Based Image Retrieval	CodeCode Available	1
TRAD: Enhancing LLM Agents with Step-Wise Thought Retrieval and Aligned Decision	Mar 10, 2024	Language ModellingLarge Language Model	CodeCode Available	1

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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