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 901–910 of 14297 papers

Title	Date	Tasks	Status	Hype
UDA: A Benchmark Suite for Retrieval Augmented Generation in Real-world Document Analysis	Jun 21, 2024	Question AnsweringRAG	CodeCode Available	1
STARD: A Chinese Statute Retrieval Dataset with Real Queries Issued by Non-professionals	Jun 21, 2024	ArticlesDiversity	CodeCode Available	1
CARE: a Benchmark Suite for the Classification and Retrieval of Enzymes	Jun 21, 2024	ClassificationOut-of-Distribution Generalization	CodeCode Available	1
EAGER: Two-Stream Generative Recommender with Behavior-Semantic Collaboration	Jun 20, 2024	RetrievalSequential Recommendation	CodeCode Available	1
Insights into LLM Long-Context Failures: When Transformers Know but Don't Tell	Jun 20, 2024	Information RetrievalPosition	CodeCode Available	1
Learning to Plan for Retrieval-Augmented Large Language Models from Knowledge Graphs	Jun 20, 2024	Knowledge DistillationKnowledge Graphs	CodeCode Available	1
R^2AG: Incorporating Retrieval Information into Retrieval Augmented Generation	Jun 19, 2024	RAGRetrieval	CodeCode Available	1
Model Internals-based Answer Attribution for Trustworthy Retrieval-Augmented Generation	Jun 19, 2024	Question AnsweringRAG	CodeCode Available	1
Multi-Meta-RAG: Improving RAG for Multi-Hop Queries using Database Filtering with LLM-Extracted Metadata	Jun 19, 2024	RAGRetrieval	CodeCode Available	1
Defending Against Social Engineering Attacks in the Age of LLMs	Jun 18, 2024	Retrieval	CodeCode Available	1

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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