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 161–170 of 14297 papers

Title	Date	Tasks	Status	Hype
Retrieval-augmented generation in multilingual settings	Jul 1, 2024	Prompt EngineeringRAG	CodeCode Available	3
Can Long-Context Language Models Subsume Retrieval, RAG, SQL, and More?	Jun 19, 2024	RAGRetrieval	CodeCode Available	3
AvaTaR: Optimizing LLM Agents for Tool Usage via Contrastive Reasoning	Jun 17, 2024	Language ModelingLanguage Modelling	CodeCode Available	3
AutoSurvey: Large Language Models Can Automatically Write Surveys	Jun 10, 2024	RetrievalSurvey	CodeCode Available	3
Multi-Head RAG: Solving Multi-Aspect Problems with LLMs	Jun 7, 2024	BenchmarkingDecoder	CodeCode Available	3
GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoning	May 30, 2024	Graph Question AnsweringKnowledge Graphs	CodeCode Available	3
CHESS: Contextual Harnessing for Efficient SQL Synthesis	May 27, 2024	Large Language ModelPrivacy Preserving	CodeCode Available	3
GRAG: Graph Retrieval-Augmented Generation	May 26, 2024	Entity RetrievalKnowledge Graphs	CodeCode Available	3
MS MARCO Web Search: a Large-scale Information-rich Web Dataset with Millions of Real Click Labels	May 13, 2024	Information RetrievalRetrieval	CodeCode Available	3
RAG and RAU: A Survey on Retrieval-Augmented Language Model in Natural Language Processing	Apr 30, 2024	Computational EfficiencyHallucination	CodeCode Available	3

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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