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 4076–4100 of 14297 papers

Title	Date	Tasks	Status	Score
Retrieve to Explain: Evidence-driven Predictions with Language Models	Feb 6, 2024	AttributeLanguage Modelling	CodeCode Available	5
Improving zero-shot learning by mitigating the hubness problem	Dec 20, 2014	Image RetrievalRetrieval	CodeCode Available	5
Improving Toponym Resolution with Better Candidate Generation, Transformer-based Reranking, and Two-Stage Resolution	May 18, 2023	Information RetrievalReranking	CodeCode Available	5
A Lightweight Constrained Generation Alternative for Query-focused Summarization	Apr 23, 2023	Language ModelingLanguage Modelling	CodeCode Available	5
Incorporating Legal Structure in Retrieval-Augmented Generation: A Case Study on Copyright Fair Use	May 4, 2025	Knowledge GraphsLegal Reasoning	CodeCode Available	5
Compressing Sign Information in DCT-based Image Coding via Deep Sign Retrieval	Sep 21, 2022	DecoderRetrieval	CodeCode Available	5
Improving the matching of deformable objects by learning to detect keypoints	Sep 1, 2023	Keypoint DetectionRetrieval	CodeCode Available	5
Improving the Representation and Conversion of Mathematical Formulae by Considering their Textual Context	Apr 13, 2018	Information RetrievalRetrieval	CodeCode Available	5
ABD-Net: Attentive but Diverse Person Re-Identification	Aug 3, 2019	DiversityPerson Re-Identification	CodeCode Available	5
Compressing Sentence Representation for Semantic Retrieval via Homomorphic Projective Distillation	Mar 15, 2022	Language ModelingLanguage Modelling	CodeCode Available	5
Improving the Efficiency of Visually Augmented Language Models	Sep 17, 2024	Image GenerationImage Retrieval	CodeCode Available	5
Improving the Robustness of Dense Retrievers Against Typos via Multi-Positive Contrastive Learning	Mar 16, 2024	Contrastive LearningData Augmentation	CodeCode Available	5
Improving Segmentation for Technical Support Problems	May 22, 2020	Language ModelingLanguage Modelling	CodeCode Available	5
Improving Similar Case Retrieval Ranking Performance By Revisiting RankSVM	Feb 16, 2025	Learning-To-RankRetrieval	CodeCode Available	5
Algorithmic Guarantees for Inverse Imaging with Untrained Network Priors	Jun 20, 2019	Compressive SensingDenoising	CodeCode Available	5
Reversed in Time: A Novel Temporal-Emphasized Benchmark for Cross-Modal Video-Text Retrieval	Dec 26, 2024	Image-text RetrievalInformation Retrieval	CodeCode Available	5
Improving Screening Processes via Calibrated Subset Selection	Feb 2, 2022	DiversityRetrieval	CodeCode Available	5
Improving the Consistency in Cross-Lingual Cross-Modal Retrieval with 1-to-K Contrastive Learning	Jun 26, 2024	Contrastive LearningCross-Modal Retrieval	CodeCode Available	5
Improving the robustness of ImageNet classifiers using elements of human visual cognition	Jun 20, 2019	ClusteringRetrieval	CodeCode Available	5
A Study on Broadcast Networks for Music Genre Classification	Aug 25, 2022	Audio ClassificationClassification	CodeCode Available	5
Improving Query Representations for Dense Retrieval with Pseudo Relevance Feedback: A Reproducibility Study	Dec 13, 2021	Retrieval	CodeCode Available	5
Improving Personalized Search with Regularized Low-Rank Parameter Updates	Jun 11, 2025	General KnowledgeImage Retrieval	CodeCode Available	5
Improving Personality Consistency in Conversation by Persona Extending	Aug 23, 2022	ChatbotNatural Language Inference	CodeCode Available	5
Improving Retrieval Augmented Open-Domain Question-Answering with Vectorized Contexts	Apr 2, 2024	In-Context LearningLanguage Modeling	CodeCode Available	5
A Study of MatchPyramid Models on Ad-hoc Retrieval	Jun 15, 2016	Machine TranslationParaphrase Identification	CodeCode Available	5

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All datasets Quora Question Pairs HotpotQA Natural Questions OK-VQA InfoSeek MVK Polyvore PubMedQA PubMedQA corpus with metadata ToolLens คลิปไวรัล!! ไอซ์ ปรีชญา ลืมปิดไลฟ์สดตอนอาบน้ำ ถูกแชร์กระหึ่มเน็ต

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