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 2591–2600 of 14297 papers

Title	Date	Tasks	Status	Hype
Feature Re-Learning with Data Augmentation for Video Relevance Prediction	Apr 8, 2020	Data AugmentationRetrieval	CodeCode Available	1
Speaker-Aware BERT for Multi-Turn Response Selection in Retrieval-Based Chatbots	Apr 7, 2020	Conversational Response SelectionDisentanglement	CodeCode Available	1
Google Landmarks Dataset v2 -- A Large-Scale Benchmark for Instance-Level Recognition and Retrieval	Apr 3, 2020	Image RetrievalLandmark Recognition	CodeCode Available	1
ProxyNCA++: Revisiting and Revitalizing Proxy Neighborhood Component Analysis	Apr 2, 2020	Image RetrievalMetric Learning	CodeCode Available	1
Pixel-BERT: Aligning Image Pixels with Text by Deep Multi-Modal Transformers	Apr 2, 2020	Image-text matchingImage-text Retrieval	CodeCode Available	1
Deformation-Aware 3D Model Embedding and Retrieval	Apr 2, 2020	3D Object ReconstructionMetric Learning	CodeCode Available	1
Creating Something from Nothing: Unsupervised Knowledge Distillation for Cross-Modal Hashing	Apr 1, 2020	Knowledge DistillationRetrieval	CodeCode Available	1
Learning to Cluster Faces via Confidence and Connectivity Estimation	Apr 1, 2020	ClusteringConnectivity Estimation	CodeCode Available	1
TREC CAsT 2019: The Conversational Assistance Track Overview	Mar 30, 2020	Conversational SearchLearning-To-Rank	CodeCode Available	1
Exploit Clues from Views: Self-Supervised and Regularized Learning for Multiview Object Recognition	Mar 28, 2020	ObjectObject Recognition	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