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 826–850 of 14297 papers

Title	Date	Tasks	Status	Hype
Distantly-Supervised Dense Retrieval Enables Open-Domain Question Answering without Evidence Annotation	Nov 1, 2021	Open-Domain Question AnsweringQuestion Answering	CodeCode Available	1
Deep Reinforcement Learning with Task-Adaptive Retrieval via Hypernetwork	Jun 19, 2023	Decision MakingDeep Reinforcement Learning	CodeCode Available	1
Distilling Knowledge from Reader to Retriever for Question Answering	Dec 8, 2020	Information RetrievalKnowledge Distillation	CodeCode Available	1
Distill-VQ: Learning Retrieval Oriented Vector Quantization By Distilling Knowledge from Dense Embeddings	Apr 1, 2022	Contrastive LearningKnowledge Distillation	CodeCode Available	1
Distinctive Image Captioning: Leveraging Ground Truth Captions in CLIP Guided Reinforcement Learning	Feb 21, 2024	Cross-Modal RetrievalImage Captioning	CodeCode Available	1
Divide&Classify: Fine-Grained Classification for City-Wide Visual Geo-Localization	Jan 1, 2023	geo-localizationImage Retrieval	CodeCode Available	1
DnS: Distill-and-Select for Efficient and Accurate Video Indexing and Retrieval	Jun 24, 2021	Computational EfficiencyKnowledge Distillation	CodeCode Available	1
Democratizing Large Language Models via Personalized Parameter-Efficient Fine-tuning	Feb 6, 2024	parameter-efficient fine-tuningRetrieval	CodeCode Available	1
DocQueryNet: Value Retrieval with Arbitrary Queries for Form-like Documents	Oct 1, 2022	document understandingForm	CodeCode Available	1
DOLG: Single-Stage Image Retrieval with Deep Orthogonal Fusion of Local and Global Features	Aug 6, 2021	Image RetrievalRepresentation Learning	CodeCode Available	1
Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs	Feb 13, 2025	BenchmarkingRetrieval	CodeCode Available	1
Domain-invariant Similarity Activation Map Contrastive Learning for Retrieval-based Long-term Visual Localization	Sep 16, 2020	Autonomous DrivingContrastive Learning	CodeCode Available	1
DomainRAG: A Chinese Benchmark for Evaluating Domain-specific Retrieval-Augmented Generation	Jun 9, 2024	Common Sense ReasoningDenoising	CodeCode Available	1
Declarative Experimentation in Information Retrieval using PyTerrier	Jul 28, 2020	GPUInformation Retrieval	CodeCode Available	1
dEchorate: a Calibrated Room Impulse Response Database for Echo-aware Signal Processing	Apr 27, 2021	BenchmarkingRetrieval	CodeCode Available	1
Do RAG Systems Cover What Matters? Evaluating and Optimizing Responses with Sub-Question Coverage	Oct 20, 2024	Answer GenerationRAG	CodeCode Available	1
Do Response Selection Models Really Know What's Next? Utterance Manipulation Strategies for Multi-turn Response Selection	Sep 10, 2020	Binary ClassificationConversational Response Selection	CodeCode Available	1
DeCLUTR: Deep Contrastive Learning for Unsupervised Textual Representations	Jun 5, 2020	ClusteringContrastive Learning	CodeCode Available	1
Do Vision and Language Encoders Represent the World Similarly?	Jan 10, 2024	Graph Matchingimage-classification	CodeCode Available	1
DPPIN: A Biological Repository of Dynamic Protein-Protein Interaction Network Data	Jul 5, 2021	AttributeDrug Discovery	CodeCode Available	1
DecAF: Joint Decoding of Answers and Logical Forms for Question Answering over Knowledge Bases	Sep 30, 2022	Entity LinkingQuestion Answering	CodeCode Available	1
Dealing with Typos for BERT-based Passage Retrieval and Ranking	Aug 27, 2021	Information RetrievalLanguage Modeling	CodeCode Available	1
DeCEMBERT: Learning from Noisy Instructional Videos via Dense Captions and Entropy Minimization	Jun 1, 2021	Question AnsweringRetrieval	CodeCode Available	1
Dual-branch Hybrid Learning Network for Unbiased Scene Graph Generation	Jul 16, 2022	Graph GenerationImage Captioning	CodeCode Available	1
Decomposed Prompting: A Modular Approach for Solving Complex Tasks	Oct 5, 2022	Information RetrievalRetrieval	CodeCode Available	1

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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