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 3091–3100 of 14297 papers

Title	Date	Tasks	Status	Score
Learning Permutation-Invariant Embeddings for Description Logic Concepts	Mar 3, 2023	Multi-Label ClassificationMUlTI-LABEL-ClASSIFICATION	CodeCode Available	5
Efficiency Unleashed: Inference Acceleration for LLM-based Recommender Systems with Speculative Decoding	Aug 11, 2024	Recommendation SystemsRetrieval	CodeCode Available	5
A Zero-Shot Framework for Sketch-based Image Retrieval	Jul 31, 2018	Image RetrievalRetrieval	CodeCode Available	5
Learning Ordered Representations with Nested Dropout	Feb 5, 2014	Retrieval	CodeCode Available	5
Axiomatic Causal Interventions for Reverse Engineering Relevance Computation in Neural Retrieval Models	May 3, 2024	Decision MakingRetrieval	CodeCode Available	5
A Workbench for Autograding Retrieve/Generate Systems	May 21, 2024	DiversityInformation Retrieval	CodeCode Available	5
Domain-Aware SE Network for Sketch-based Image Retrieval with Multiplicative Euclidean Margin Softmax	Dec 11, 2018	Image RetrievalRetrieval	CodeCode Available	5
Learning Local Descriptors by Optimizing the Keypoint-Correspondence Criterion: Applications to Face Matching, Learning from Unlabeled Videos and 3D-Shape Retrieval	Mar 30, 2016	3D Shape Classification3D Shape Retrieval	CodeCode Available	5
Learning Joint Embedding with Multimodal Cues for Cross-Modal Video-Text Retrieval	Jun 11, 2018	Image-text RetrievalRetrieval	CodeCode Available	5
Learning Metrics from Teachers: Compact Networks for Image Embedding	Apr 7, 2019	Face Recognitionimage-classification	CodeCode Available	5

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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