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 2251–2275 of 14297 papers

Title	Date	Tasks	Status	Hype
CLIP4Clip: An Empirical Study of CLIP for End to End Video Clip Retrieval	Apr 18, 2021	RetrievalText Retrieval	CodeCode Available	1
TIE: A Framework for Embedding-based Incremental Temporal Knowledge Graph Completion	Apr 17, 2021	Decision MakingInformation Retrieval	CodeCode Available	1
Zero-shot Slot Filling with DPR and RAG	Apr 17, 2021	Knowledge Base PopulationKnowledge Graphs	CodeCode Available	1
Optimizing Dense Retrieval Model Training with Hard Negatives	Apr 16, 2021	Information Retrievalmodel	CodeCode Available	1
Condenser: a Pre-training Architecture for Dense Retrieval	Apr 16, 2021	Language ModellingRetrieval	CodeCode Available	1
Back to the Basics: A Quantitative Analysis of Statistical and Graph-Based Term Weighting Schemes for Keyword Extraction	Apr 16, 2021	Information RetrievalKeyword Extraction	CodeCode Available	1
Matching-oriented Product Quantization For Ad-hoc Retrieval	Apr 16, 2021	QuantizationRetrieval	CodeCode Available	1
TEACHTEXT: CrossModal Generalized Distillation for Text-Video Retrieval	Apr 16, 2021	RetrievalVideo Retrieval	CodeCode Available	1
COIL: Revisit Exact Lexical Match in Information Retrieval with Contextualized Inverted List	Apr 15, 2021	Information RetrievalRetrieval	CodeCode Available	1
XTREME-R: Towards More Challenging and Nuanced Multilingual Evaluation	Apr 15, 2021	Cross-Lingual TransferDiagnostic	CodeCode Available	1
Contrastive Learning with Stronger Augmentations	Apr 15, 2021	Contrastive LearningRepresentation Learning	CodeCode Available	1
Adversarial Sticker: A Stealthy Attack Method in the Physical World	Apr 14, 2021	Face RecognitionImage Retrieval	CodeCode Available	1
Efficiently Teaching an Effective Dense Retriever with Balanced Topic Aware Sampling	Apr 14, 2021	GPURe-Ranking	CodeCode Available	1
GPU Semiring Primitives for Sparse Neighborhood Methods	Apr 13, 2021	BIG-bench Machine LearningGPU	CodeCode Available	1
Understanding Hard Negatives in Noise Contrastive Estimation	Apr 13, 2021	Entity LinkingRetrieval	CodeCode Available	1
An Adversarial Imitation Click Model for Information Retrieval	Apr 13, 2021	Imitation LearningInformation Retrieval	CodeCode Available	1
Multi-Step Reasoning Over Unstructured Text with Beam Dense Retrieval	Apr 13, 2021	Multi-hop Question AnsweringQuestion Answering	CodeCode Available	1
Fool Me Twice: Entailment from Wikipedia Gamification	Apr 10, 2021	Retrieval	CodeCode Available	1
An Empirical Comparison of Instance Attribution Methods for NLP	Apr 9, 2021	Retrieval	CodeCode Available	1
Seeing Out of tHe bOx: End-to-End Pre-training for Vision-Language Representation Learning	Apr 7, 2021	Representation LearningRetrieval	CodeCode Available	1
RTIC: Residual Learning for Text and Image Composition using Graph Convolutional Network	Apr 7, 2021	FairnessImage Retrieval	CodeCode Available	1
WhiteningBERT: An Easy Unsupervised Sentence Embedding Approach	Apr 5, 2021	RetrievalSentence	CodeCode Available	1
Scene Text Retrieval via Joint Text Detection and Similarity Learning	Apr 4, 2021	RetrievalScene Text Detection	CodeCode Available	1
Frozen in Time: A Joint Video and Image Encoder for End-to-End Retrieval	Apr 1, 2021	RetrievalText Retrieval	CodeCode Available	1
MultiReQA: A Cross-Domain Evaluation forRetrieval Question Answering Models	Apr 1, 2021	Information RetrievalQuestion Answering	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