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 3201–3210 of 14297 papers

Title	Date	Tasks	Status	Hype
KSW: Khmer Stop Word based Dictionary for Keyword Extraction	May 27, 2024	Information RetrievalKeyword Extraction	CodeCode Available	1
Disentangling and Integrating Relational and Sensory Information in Transformer Architectures	May 26, 2024	Information RetrievalLanguage Modeling	CodeCode Available	0
M-RAG: Reinforcing Large Language Model Performance through Retrieval-Augmented Generation with Multiple Partitions	May 26, 2024	Dialogue GenerationLanguage Modeling	—Unverified	0
Cocktail: A Comprehensive Information Retrieval Benchmark with LLM-Generated Documents Integration	May 26, 2024	Information RetrievalRetrieval	CodeCode Available	1
GRAG: Graph Retrieval-Augmented Generation	May 26, 2024	Entity RetrievalKnowledge Graphs	CodeCode Available	3
Towards Unlocking Insights from Logbooks Using AI	May 25, 2024	RAGRetrieval	—Unverified	0
An Empirical Study of Excitation and Aggregation Design Adaptions in CLIP4Clip for Video-Text Retrieval	May 25, 2024	RetrievalText Retrieval	—Unverified	0
Accelerating Inference of Retrieval-Augmented Generation via Sparse Context Selection	May 25, 2024	Computational EfficiencyRAG	—Unverified	0
Generating clickbait spoilers with an ensemble of large language models	May 25, 2024	Passage RetrievalQuestion Answering	—Unverified	0
Active Learning for Finely-Categorized Image-Text Retrieval by Selecting Hard Negative Unpaired Samples	May 25, 2024	Active LearningImage-text Retrieval	—Unverified	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