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 4151–4175 of 14297 papers

Title	Date	Tasks	Status	Score
Improving Multitask Retrieval by Promoting Task Specialization	Jul 1, 2023	Retrieval	CodeCode Available	5
Match-Prompt: Improving Multi-task Generalization Ability for Neural Text Matching via Prompt Learning	Apr 6, 2022	Information RetrievalParaphrase Identification	CodeCode Available	5
Improving Medical Multi-modal Contrastive Learning with Expert Annotations	Mar 15, 2024	Contrastive LearningCross-Modal Retrieval	CodeCode Available	5
Community Member Retrieval on Social Media using Textual Information	Apr 16, 2018	Retrieval	CodeCode Available	5
ReFusion: Improving Natural Language Understanding with Computation-Efficient Retrieval Representation Fusion	Jan 4, 2024	Natural Language UnderstandingNeural Architecture Search	CodeCode Available	5
CommunityKG-RAG: Leveraging Community Structures in Knowledge Graphs for Advanced Retrieval-Augmented Generation in Fact-Checking	Aug 16, 2024	Fact CheckingInformation Retrieval	CodeCode Available	5
Improving Information Retrieval Results for Persian Documents using FarsNet	Nov 1, 2018	Information RetrievalRetrieval	CodeCode Available	5
Improving language models by retrieving from trillions of tokens	Dec 8, 2021	Language ModellingQuestion Answering	CodeCode Available	5
Communication breakdown: On the low mutual intelligibility between human and neural captioning	Oct 20, 2022	Retrieval	CodeCode Available	5
Improving Low-Resource Retrieval Effectiveness using Zero-Shot Linguistic Similarity Transfer	Mar 28, 2025	Retrieval	CodeCode Available	5
Improving Neural Ranking Models with Traditional IR Methods	Aug 29, 2023	Information RetrievalRetrieval	CodeCode Available	5
Improving Retrieval-Based Question Answering with Deep Inference Models	Dec 7, 2018	Information RetrievalNatural Language Inference	CodeCode Available	5
Improved Deep Hashing with Soft Pairwise Similarity for Multi-label Image Retrieval	Mar 8, 2018	Deep HashingImage Retrieval	CodeCode Available	5
Committed Private Information Retrieval	Feb 3, 2023	Information RetrievalRetrieval	CodeCode Available	5
Improving Deep Representation Learning via Auxiliary Learnable Target Coding	May 30, 2023	Representation LearningRetrieval	CodeCode Available	5
Few-shot Transfer Learning for Knowledge Base Question Answering: Fusing Supervised Models with In-Context Learning	Nov 15, 2023	In-Context LearningKnowledge Base Question Answering	CodeCode Available	5
Improving Collaborative Metric Learning with Efficient Negative Sampling	Sep 24, 2019	Change DetectionFace Recognition	CodeCode Available	5
Combining Static and Contextualised Multilingual Embeddings	Mar 17, 2022	RetrievalXLM-R	CodeCode Available	5
Improved Learned Sparse Retrieval with Corpus-Specific Vocabularies	Jan 12, 2024	Retrieval	CodeCode Available	5
Improving Automatic Source Code Summarization via Deep Reinforcement Learning	Nov 17, 2018	Code SummarizationDecoder	CodeCode Available	5
Improved Embeddings with Easy Positive Triplet Mining	Apr 8, 2019	Image RetrievalMetric Learning	CodeCode Available	5
Improving Biomedical Entity Linking with Retrieval-enhanced Learning	Dec 15, 2023	Contrastive LearningEntity Linking	CodeCode Available	5
Implicit Feedback for Dense Passage Retrieval: A Counterfactual Approach	Apr 1, 2022	counterfactualPassage Retrieval	CodeCode Available	5
Combining Query Performance Predictors: A Reproducibility Study	Mar 31, 2025	PredictionRetrieval	CodeCode Available	5
ImpliRet: Benchmarking the Implicit Fact Retrieval Challenge	Jun 17, 2025	BenchmarkingRetrieval	CodeCode Available	5

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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