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

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Showing 421–430 of 14297 papers

Title	Date	Tasks	Status	Hype	Score
OCR Hinders RAG: Evaluating the Cascading Impact of OCR on Retrieval-Augmented Generation	Dec 3, 2024	Optical Character RecognitionOptical Character Recognition (OCR)	CodeCode Available	2	5
OmniEval: An Omnidirectional and Automatic RAG Evaluation Benchmark in Financial Domain	Dec 17, 2024	RAGRetrieval	CodeCode Available	2	5
Empowering Large Language Models to Set up a Knowledge Retrieval Indexer via Self-Learning	May 27, 2024	Question AnsweringRAG	CodeCode Available	2	5
Backtracing: Retrieving the Cause of the Query	Mar 6, 2024	Information RetrievalLanguage Modeling	CodeCode Available	2	5
Baleen: Robust Multi-Hop Reasoning at Scale via Condensed Retrieval	Jan 2, 2021	Claim VerificationQuestion Answering	CodeCode Available	2	5
EVOR: Evolving Retrieval for Code Generation	Feb 19, 2024	Code GenerationRAG	CodeCode Available	2	5
Enabling Large Language Models to Generate Text with Citations	May 24, 2023	HallucinationRetrieval	CodeCode Available	2	5
AriGraph: Learning Knowledge Graph World Models with Episodic Memory for LLM Agents	Jul 5, 2024	Decision MakingMulti-hop Question Answering	CodeCode Available	2	5
CLIP-Art: Contrastive Pre-training for Fine-Grained Art Classification	Apr 29, 2022	AttributeClassification	CodeCode Available	2	5
Evaluating RAG-Fusion with RAGElo: an Automated Elo-based Framework	Jun 20, 2024	HallucinationQuestion Answering	CodeCode Available	2	5

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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