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 576–600 of 14297 papers

Title	Date	Tasks	Status	Hype
A Replication Study of Dense Passage Retriever	Apr 12, 2021	Open-Domain Question AnsweringQuestion Answering	CodeCode Available	2
WIT: Wikipedia-based Image Text Dataset for Multimodal Multilingual Machine Learning	Mar 2, 2021	BIG-bench Machine LearningImage Retrieval	CodeCode Available	2
Pyserini: An Easy-to-Use Python Toolkit to Support Replicable IR Research with Sparse and Dense Representations	Feb 19, 2021	Cultural Vocal Bursts Intensity PredictionInformation Retrieval	CodeCode Available	2
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision	Feb 11, 2021	Cross-Modal RetrievalFine-Grained Image Classification	CodeCode Available	2
Baleen: Robust Multi-Hop Reasoning at Scale via Condensed Retrieval	Jan 2, 2021	Claim VerificationQuestion Answering	CodeCode Available	2
Learning Dense Representations of Phrases at Scale	Dec 23, 2020	Open-Domain Question AnsweringQuestion Answering	CodeCode Available	2
Objectron: A Large Scale Dataset of Object-Centric Videos in the Wild with Pose Annotations	Dec 18, 2020	3D Object Detection3D Object Tracking	CodeCode Available	2
Pretrained Transformers for Text Ranking: BERT and Beyond	Oct 13, 2020	Information RetrievalReranking	CodeCode Available	2
GiantMIDI-Piano: A large-scale MIDI dataset for classical piano music	Oct 11, 2020	Information RetrievalMusic Information Retrieval	CodeCode Available	2
Hopfield Networks is All You Need	Jul 16, 2020	AllDrug Design	CodeCode Available	2
Relevance-guided Supervision for OpenQA with ColBERT	Jul 1, 2020	Natural QuestionsOpen-Domain Question Answering	CodeCode Available	2
MMFashion: An Open-Source Toolbox for Visual Fashion Analysis	May 18, 2020	AttributeRetrieval	CodeCode Available	2
PyRetri: A PyTorch-based Library for Unsupervised Image Retrieval by Deep Convolutional Neural Networks	May 2, 2020	Content-Based Image RetrievalDeep Learning	CodeCode Available	2
ColBERT: Efficient and Effective Passage Search via Contextualized Late Interaction over BERT	Apr 27, 2020	Document RankingInformation Retrieval	CodeCode Available	2
Scalable Zero-shot Entity Linking with Dense Entity Retrieval	Nov 10, 2019	Entity EmbeddingsEntity Linking	CodeCode Available	2
OpenNRE: An Open and Extensible Toolkit for Neural Relation Extraction	Sep 28, 2019	Information RetrievalQuestion Answering	CodeCode Available	2
Document Expansion by Query Prediction	Apr 17, 2019	Passage Re-RankingPrediction	CodeCode Available	2
TransferTransfo: A Transfer Learning Approach for Neural Network Based Conversational Agents	Jan 23, 2019	Dialogue GenerationInformation Retrieval	CodeCode Available	2
Knowledge Representation Learning: A Quantitative Review	Dec 28, 2018	General ClassificationInformation Retrieval	CodeCode Available	2
Discrete Event, Continuous Time RNNs	Oct 11, 2017	Inductive BiasRetrieval	CodeCode Available	2
Neural Responding Machine for Short-Text Conversation	Mar 9, 2015	DecoderRetrieval	CodeCode Available	2
RadiomicsRetrieval: A Customizable Framework for Medical Image Retrieval Using Radiomics Features	Jul 11, 2025	Contrastive LearningImage Retrieval	CodeCode Available	1
Differential Mamba	Jul 8, 2025	Language ModelingLanguage Modelling	CodeCode Available	1
ReME: A Data-Centric Framework for Training-Free Open-Vocabulary Segmentation	Jun 26, 2025	Open Vocabulary Semantic SegmentationOpen-Vocabulary Semantic Segmentation	CodeCode Available	1
Refining music sample identification with a self-supervised graph neural network	Jun 17, 2025	Contrastive LearningGraph Neural Network	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