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 1441–1450 of 14297 papers

Title	Date	Tasks	Status	Hype
MAIN-RAG: Multi-Agent Filtering Retrieval-Augmented Generation	Dec 31, 2024	Information RetrievalRAG	—Unverified	0
Retrieval-Augmented Generation with Graphs (GraphRAG)	Dec 31, 2024	RAGRetrieval	CodeCode Available	0
CaReBench: A Fine-Grained Benchmark for Video Captioning and Retrieval	Dec 31, 2024	RetrievalText Retrieval	—Unverified	0
RAG-Instruct: Boosting LLMs with Diverse Retrieval-Augmented Instructions	Dec 31, 2024	DiversityRAG	CodeCode Available	2
Chunk-Distilled Language Modeling	Dec 31, 2024	Language ModelingLanguage Modelling	—Unverified	0
KAE: Kolmogorov-Arnold Auto-Encoder for Representation Learning	Dec 31, 2024	DenoisingRepresentation Learning	CodeCode Available	1
An Overview and Discussion on Using Large Language Models for Implementation Generation of Solutions to Open-Ended Problems	Dec 31, 2024	RetrievalRetrieval-augmented Generation	—Unverified	0
ACL-rlg: A Dataset for Reading List Generation	Dec 30, 2024	ArticlesRetrieval	—Unverified	0
The Text Classification Pipeline: Starting Shallow going Deeper	Dec 30, 2024	ClassificationInformation Retrieval	—Unverified	0
Retrieval-Augmented Generation for Mobile Edge Computing via Large Language Model	Dec 30, 2024	Edge-computingInformation 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