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 2871–2880 of 14297 papers

Title	Date	Tasks	Status	Hype
RAVEN: Multitask Retrieval Augmented Vision-Language Learning	Jun 27, 2024	Image CaptioningRAG	—Unverified	0
From Artificial Needles to Real Haystacks: Improving Retrieval Capabilities in LLMs by Finetuning on Synthetic Data	Jun 27, 2024	HallucinationInformation Retrieval	CodeCode Available	0
Efficient course recommendations with T5-based ranking and summarization	Jun 27, 2024	In-Context LearningQuantization	CodeCode Available	0
"Glue pizza and eat rocks" -- Exploiting Vulnerabilities in Retrieval-Augmented Generative Models	Jun 26, 2024	Fact CheckingRAG	—Unverified	0
Evaluating Quality of Answers for Retrieval-Augmented Generation: A Strong LLM Is All You Need	Jun 26, 2024	AllRAG	—Unverified	0
The Surprising Effectiveness of Multimodal Large Language Models for Video Moment Retrieval	Jun 26, 2024	Action LocalizationMoment Retrieval	CodeCode Available	2
Assessing "Implicit" Retrieval Robustness of Large Language Models	Jun 26, 2024	RetrievalRetrieval-augmented Generation	—Unverified	0
Knowledge graph enhanced retrieval-augmented generation for failure mode and effects analysis	Jun 26, 2024	Language ModelingLanguage Modelling	CodeCode Available	1
Understand What LLM Needs: Dual Preference Alignment for Retrieval-Augmented Generation	Jun 26, 2024	HallucinationKnowledge Base Question Answering	CodeCode Available	2
Poisoned LangChain: Jailbreak LLMs by LangChain	Jun 26, 2024	RAGRetrieval	—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