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 3626–3650 of 14297 papers

Title	Date	Tasks	Status	Score
Learning Deep Tree-based Retriever for Efficient Recommendation: Theory and Method	Aug 21, 2024	Binary ClassificationMulti-class Classification	CodeCode Available	5
Knowledge Corpus Error in Question Answering	Oct 27, 2023	Open-Domain Question AnsweringQuestion Answering	CodeCode Available	5
Knowledge-Enhanced Evidence Retrieval for Counterargument Generation	Sep 19, 2021	Knowledge GraphsNatural Language Inference	CodeCode Available	5
Deep Triplet Quantization	Feb 1, 2019	Deep HashingImage Retrieval	CodeCode Available	5
Knowledge Base Completion for Long-Tail Entities	Jun 30, 2023	Knowledge Base CompletionRetrieval	CodeCode Available	5
COOKIE: Contrastive Cross-Modal Knowledge Sharing Pre-Training for Vision-Language Representation	Jan 1, 2021	Contrastive LearningCross-Modal Retrieval	CodeCode Available	5
Co-occurrence of deep convolutional features for image search	Mar 30, 2020	DescriptiveImage Retrieval	CodeCode Available	5
Knowledge and Aptitude Augmented Generation: Adaptive Multi-Turn Interaction in LLM Systems	Jul 15, 2024	RAGRetrieval	CodeCode Available	5
On Background Bias in Deep Metric Learning	Oct 4, 2022	Metric LearningRetrieval	CodeCode Available	5
Knowledge Base Index Compression via Dimensionality and Precision Reduction	Apr 6, 2022	Dimensionality ReductionQuestion Answering	CodeCode Available	5
ConvSDG: Session Data Generation for Conversational Search	Mar 17, 2024	Conversational SearchRetrieval	CodeCode Available	5
Adaptive Document Retrieval for Deep Question Answering	Aug 20, 2018	Question AnsweringRetrieval	CodeCode Available	5
Attention-Based Audio Embeddings for Query-by-Example	Oct 16, 2022	Contrastive LearningRetrieval	CodeCode Available	5
Knowledgeable-r1: Policy Optimization for Knowledge Exploration in Retrieval-Augmented Generation	Jun 5, 2025	counterfactualRAG	CodeCode Available	5
L^2R: Lifelong Learning for First-stage Retrieval with Backward-Compatible Representations	Aug 22, 2023	Lifelong learningRetrieval	CodeCode Available	5
KIT's Multilingual Speech Translation System for IWSLT 2023	Jun 8, 2023	Data AugmentationRetrieval	CodeCode Available	5
KITAB: Evaluating LLMs on Constraint Satisfaction for Information Retrieval	Oct 24, 2023	Information RetrievalRetrieval	CodeCode Available	5
KidneyTalk-open: No-code Deployment of a Private Large Language Model with Medical Documentation-Enhanced Knowledge Database for Kidney Disease	Mar 6, 2025	ChunkingLanguage Modeling	CodeCode Available	5
AmazonQA: A Review-Based Question Answering Task	Aug 12, 2019	Answer GenerationInformation Retrieval	CodeCode Available	5
KiloGrams: Very Large N-Grams for Malware Classification	Aug 1, 2019	ClassificationGeneral Classification	CodeCode Available	5
Convolutional Neural Networks on non-uniform geometrical signals using Euclidean spectral transformation	Jan 7, 2019	3D Shape Classification3D Shape Retrieval	CodeCode Available	5
KGR^4: Retrieval, Retrospect, Refine and Rethink for Commonsense Generation	Dec 15, 2021	RetrievalSentence	CodeCode Available	5
Online Continual Learning with Maximally Interfered Retrieval	Aug 11, 2019	Continual LearningRetrieval	CodeCode Available	5
Keyword-driven Retrieval-Augmented Large Language Models for Cold-start User Recommendations	May 30, 2024	Recommendation SystemsRe-Ranking	CodeCode Available	5
Keyword Spotting Simplified: A Segmentation-Free Approach using Character Counting and CTC re-scoring	Aug 7, 2023	Keyword Spottingobject-detection	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