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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 5026–5050 of 14297 papers

Title	Date	Tasks	Status	Score
Game-Based Video-Context Dialogue	Sep 12, 2018	Retrieval	CodeCode Available	5
Fusion-in-T5: Unifying Document Ranking Signals for Improved Information Retrieval	May 24, 2023	Document RankingInformation Retrieval	CodeCode Available	5
Functional Object-Oriented Network: Construction & Expansion	Jul 5, 2018	ObjectRetrieval	CodeCode Available	5
Full-Stack Optimized Large Language Models for Lifelong Sequential Behavior Comprehension in Recommendation	Jan 23, 2025	Retrieval	CodeCode Available	5
Early Exit Strategies for Approximate k-NN Search in Dense Retrieval	Aug 9, 2024	Retrieval	CodeCode Available	5
FS-RAG: A Frame Semantics Based Approach for Improved Factual Accuracy in Large Language Models	Jun 23, 2024	RAGRetrieval	CodeCode Available	5
Adapting Visual Question Answering Models for Enhancing Multimodal Community Q&A Platforms	Aug 29, 2018	Community Question AnsweringGeneral Classification	CodeCode Available	5
From Token to Action: State Machine Reasoning to Mitigate Overthinking in Information Retrieval	May 29, 2025	Information RetrievalRetrieval	CodeCode Available	5
EALM: Introducing Multidimensional Ethical Alignment in Conversational Information Retrieval	Oct 2, 2023	EthicsInformation Retrieval	CodeCode Available	5
From Third Person to First Person: Dataset and Baselines for Synthesis and Retrieval	Dec 1, 2018	Domain AdaptationGenerative Adversarial Network	CodeCode Available	5
From Selective Deep Convolutional Features to Compact Binary Representations for Image Retrieval	Feb 7, 2018	Image RetrievalRetrieval	CodeCode Available	5
From seeing to remembering: Images with harder-to-reconstruct representations leave stronger memory traces	Feb 21, 2023	Retrieval	CodeCode Available	5
MeshNet: Mesh Neural Network for 3D Shape Representation	Nov 28, 2018	3D Shape Classification3D Shape Representation	CodeCode Available	5
From Spectra to Biophysical Insights: End-to-End Learning with a Biased Radiative Transfer Model	Mar 5, 2024	Earth ObservationRetrieval	CodeCode Available	5
From Roots to Rewards: Dynamic Tree Reasoning with RL	Jul 17, 2025	Computational EfficiencyQuestion Answering	CodeCode Available	5
From Swath to Full-Disc: Advancing Precipitation Retrieval with Multimodal Knowledge Expansion	Jun 8, 2025	Data IntegrationRetrieval	CodeCode Available	5
Harnessing multiple LLMs for Information Retrieval: A case study on Deep Learning methodologies in Biodiversity publications	Nov 14, 2024	Information RetrievalRAG	CodeCode Available	5
DyVo: Dynamic Vocabularies for Learned Sparse Retrieval with Entities	Oct 10, 2024	Document RankingEntity Embeddings	CodeCode Available	5
DyRRen: A Dynamic Retriever-Reranker-Generator Model for Numerical Reasoning over Tabular and Textual Data	Nov 23, 2022	MathReranking	CodeCode Available	5
BULNER: BUg Localization with word embeddings and NEtwork Regularization	Aug 26, 2019	BIG-bench Machine LearningInformation Retrieval	CodeCode Available	5
MFBE: Leveraging Multi-Field Information of FAQs for Efficient Dense Retrieval	Feb 23, 2023	Question AnsweringRetrieval	CodeCode Available	5
A Review on Fact Extraction and Verification	Oct 6, 2020	Claim VerificationFact Checking	CodeCode Available	5
ANTIQUE: A Non-Factoid Question Answering Benchmark	May 22, 2019	Community Question AnsweringInformation Retrieval	CodeCode Available	5
From MTEB to MTOB: Retrieval-Augmented Classification for Descriptive Grammars	Nov 23, 2024	DescriptiveIn-Context Learning	CodeCode Available	5
From Neural Re-Ranking to Neural Ranking: Learning a Sparse Representation for Inverted Indexing	Oct 22, 2018	Ad-Hoc Information RetrievalBlocking	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