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 9851–9875 of 14297 papers

Title	Date	Tasks	Status	Hype
Artificial Intelligence (AI) in Action: Addressing the COVID-19 Pandemic with Natural Language Processing (NLP)	Oct 9, 2020	Emotion RecognitionInformation Retrieval	—Unverified	0
Retrieve and Refine: Exemplar-based Neural Comment Generation	Oct 9, 2020	Code Comment GenerationComment Generation	CodeCode Available	1
Clustering Analysis of Interactive Learning Activities Based on Improved BIRCH Algorithm	Oct 8, 2020	ClusteringDecision Making	—Unverified	0
Dense Relational Image Captioning via Multi-task Triple-Stream Networks	Oct 8, 2020	Graph GenerationImage Captioning	CodeCode Available	1
Cross-Thought for Sentence Encoder Pre-training	Oct 7, 2020	Information RetrievalLanguage Modeling	CodeCode Available	1
Approximate Message Passing with Spectral Initialization for Generalized Linear Models	Oct 7, 2020	Retrieval	—Unverified	0
Learning to Explain: Datasets and Models for Identifying Valid Reasoning Chains in Multihop Question-Answering	Oct 7, 2020	Question AnsweringReasoning Chain Explanations	CodeCode Available	1
Inductive Entity Representations from Text via Link Prediction	Oct 7, 2020	Inductive knowledge graph completionInductive Link Prediction	CodeCode Available	1
Learning Binary Semantic Embedding for Histology Image Classification and Retrieval	Oct 7, 2020	ClassificationGeneral Classification	CodeCode Available	1
Channel Recurrent Attention Networks for Video Pedestrian Retrieval	Oct 7, 2020	Person RetrievalRetrieval	—Unverified	0
Less is more: Faster and better music version identification with embedding distillation	Oct 7, 2020	Dimensionality ReductionRetrieval	CodeCode Available	1
DML-GANR: Deep Metric Learning With Generative Adversarial Network Regularization for High Spatial Resolution Remote Sensing Image Retrieval	Oct 7, 2020	Generative Adversarial NetworkImage Retrieval	—Unverified	0
Learning Visual-Semantic Embeddings for Reporting Abnormal Findings on Chest X-rays	Oct 6, 2020	ClusteringCross-Modal Retrieval	—Unverified	0
A Review on Fact Extraction and Verification	Oct 6, 2020	Claim VerificationFact Checking	CodeCode Available	0
Improving Efficient Neural Ranking Models with Cross-Architecture Knowledge Distillation	Oct 6, 2020	Knowledge DistillationPassage Ranking	CodeCode Available	1
Descriptive analysis of computational methods for automating mammograms with practical applications	Oct 6, 2020	Content-Based Image RetrievalDescriptive	—Unverified	0
Are "Undocumented Workers" the Same as "Illegal Aliens"? Disentangling Denotation and Connotation in Vector Spaces	Oct 6, 2020	DiversityInformation Retrieval	CodeCode Available	1
Learning to Represent Image and Text with Denotation Graph	Oct 6, 2020	AttributeImage Retrieval	—Unverified	0
Beyond [CLS] through Ranking by Generation	Oct 6, 2020	Answer SelectionInformation Retrieval	—Unverified	0
Support-set bottlenecks for video-text representation learning	Oct 6, 2020	Contrastive LearningRepresentation Learning	—Unverified	0
Conversational Document Prediction to Assist Customer Care Agents	Oct 5, 2020	Information RetrievalPrediction	CodeCode Available	1
Interactive Fiction Game Playing as Multi-Paragraph Reading Comprehension with Reinforcement Learning	Oct 5, 2020	Reading Comprehensionreinforcement-learning	CodeCode Available	1
A Chirplet Transform-based Mode Retrieval Method for Multicomponent Signals with Crossover Instantaneous Frequencies	Oct 4, 2020	Retrieval	—Unverified	0
Multi-Modal Retrieval using Graph Neural Networks	Oct 4, 2020	Image RetrievalRe-Ranking	—Unverified	0
Quickly Finding a Benign Region via Heavy Ball Momentum in Non-Convex Optimization	Oct 4, 2020	Retrieval	—Unverified	0

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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