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 2651–2675 of 14297 papers

Title	Date	Tasks	Status	Hype
Transform-Invariant Convolutional Neural Networks for Image Classification and Search	Nov 28, 2019	ClassificationGeneral Classification	CodeCode Available	1
Fast and Incremental Loop Closure Detection Using Proximity Graphs	Nov 25, 2019	GPUImage Retrieval	CodeCode Available	1
Image-based table recognition: data, model, and evaluation	Nov 25, 2019	ArticlesDecoder	CodeCode Available	1
Learning to Retrieve Reasoning Paths over Wikipedia Graph for Question Answering	Nov 24, 2019	Question AnsweringRetrieval	CodeCode Available	1
Knowledge Guided Text Retrieval and Reading for Open Domain Question Answering	Nov 10, 2019	Natural QuestionsOpen-Domain Question Answering	CodeCode Available	1
ConveRT: Efficient and Accurate Conversational Representations from Transformers	Nov 9, 2019	Conversational Response Selectionintent-classification	CodeCode Available	1
Contextualized Sparse Representations for Real-Time Open-Domain Question Answering	Nov 7, 2019	Information RetrievalOpen-Domain Question Answering	CodeCode Available	1
Learning a Representation for Cover Song Identification Using Convolutional Neural Network	Nov 1, 2019	Cover song identificationInformation Retrieval	CodeCode Available	1
Improving Vehicle Re-Identification using CNN Latent Spaces: Metrics Comparison and Track-to-track Extension	Oct 21, 2019	RetrievalVehicle Re-Identification	CodeCode Available	1
Target-Oriented Deformation of Visual-Semantic Embedding Space	Oct 15, 2019	Cross-Modal RetrievalDiversity	CodeCode Available	1
Cross-modal Scene Graph Matching for Relationship-aware Image-Text Retrieval	Oct 11, 2019	Graph MatchingImage-text Retrieval	CodeCode Available	1
BERT for Evidence Retrieval and Claim Verification	Oct 7, 2019	Claim VerificationRetrieval	CodeCode Available	1
UNITER: UNiversal Image-TExt Representation Learning	Sep 25, 2019	Image-text matchingImage-text Retrieval	CodeCode Available	1
CodeSearchNet Challenge: Evaluating the State of Semantic Code Search	Sep 20, 2019	4kCode Search	CodeCode Available	1
Dependency-based Text Graphs for Keyphrase and Summary Extraction with Applications to Interactive Content Retrieval	Sep 20, 2019	RelationRelation Extraction	CodeCode Available	1
Unsupervised Sketch-to-Photo Synthesis	Sep 18, 2019	ColorizationData Augmentation	CodeCode Available	1
Revealing the Importance of Semantic Retrieval for Machine Reading at Scale	Sep 17, 2019	Fact VerificationInformation Retrieval	CodeCode Available	1
Visual Semantic Reasoning for Image-Text Matching	Sep 6, 2019	Cross-Modal RetrievalImage Retrieval	CodeCode Available	1
ViSiL: Fine-grained Spatio-Temporal Video Similarity Learning	Aug 20, 2019	ISVRRetrieval	CodeCode Available	1
Hierarchy-of-Visual-Words: a Learning-based Approach for Trademark Image Retrieval	Aug 7, 2019	Image RetrievalRetrieval	CodeCode Available	1
ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks	Aug 6, 2019	Image RetrievalQuestion Answering	CodeCode Available	1
Overview of the MEDIQA 2019 Shared Task on Textual Inference, Question Entailment and Question Answering	Aug 1, 2019	Information RetrievalNatural Language Inference	CodeCode Available	1
Use What You Have: Video Retrieval Using Representations From Collaborative Experts	Jul 31, 2019	Natural Language QueriesRetrieval	CodeCode Available	1
Finding Moments in Video Collections Using Natural Language	Jul 30, 2019	Moment RetrievalRe-Ranking	CodeCode Available	1
High Dimensional Similarity Search with Satellite System Graph: Efficiency, Scalability, and Unindexed Query Compatibility	Jul 13, 2019	Information RetrievalRetrieval	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