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 1471–1480 of 14297 papers

Title	Date	Tasks	Status	Hype
Research Experiment on Multi-Model Comparison for Chinese Text Classification Tasks	Dec 25, 2024	ClassificationInformation Retrieval	—Unverified	0
DynaGRAG \| Exploring the Topology of Information for Advancing Language Understanding and Generation in Graph Retrieval-Augmented Generation	Dec 24, 2024	DiversityRAG	—Unverified	0
Neural auto-association with optimal Bayesian learning	Dec 24, 2024	Retrieval	—Unverified	0
Pirates of the RAG: Adaptively Attacking LLMs to Leak Knowledge Bases	Dec 24, 2024	RAGRetrieval	—Unverified	0
RaSeRec: Retrieval-Augmented Sequential Recommendation	Dec 24, 2024	Retrieval	CodeCode Available	1
Molly: Making Large Language Model Agents Solve Python Problem More Logically	Dec 24, 2024	Language ModelingLanguage Modelling	—Unverified	0
Improving Factuality with Explicit Working Memory	Dec 24, 2024	Fact CheckingHallucination	—Unverified	0
Efficient Long Context Language Model Retrieval with Compression	Dec 24, 2024	Information RetrievalLanguage Modeling	—Unverified	0
CypherBench: Towards Precise Retrieval over Full-scale Modern Knowledge Graphs in the LLM Era	Dec 24, 2024	Knowledge Base Question AnsweringKnowledge Graphs	CodeCode Available	1
ERVD: An Efficient and Robust ViT-Based Distillation Framework for Remote Sensing Image Retrieval	Dec 24, 2024	Image RetrievalRetrieval	CodeCode Available	0

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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