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 3141–3150 of 14297 papers

Title	Date	Tasks	Status	Hype
SPAGHETTI: Open-Domain Question Answering from Heterogeneous Data Sources with Retrieval and Semantic Parsing	Jun 1, 2024	Open-Domain Question AnsweringQuestion Answering	—Unverified	0
RAG Does Not Work for Enterprises	May 31, 2024	Language ModelingLanguage Modelling	—Unverified	0
Retrieval Meets Reasoning: Even High-school Textbook Knowledge Benefits Multimodal Reasoning	May 31, 2024	Answer GenerationMultimodal Reasoning	—Unverified	0
Don't Buy it! Reassessing the Ad Understanding Abilities of Contrastive Multimodal Models	May 31, 2024	Multimodal ReasoningRetrieval	CodeCode Available	0
Unraveling and Mitigating Retriever Inconsistencies in Retrieval-Augmented Large Language Models	May 31, 2024	Open-Domain Question AnsweringQuestion Answering	CodeCode Available	0
Enhancing Noise Robustness of Retrieval-Augmented Language Models with Adaptive Adversarial Training	May 31, 2024	HallucinationMulti-Task Learning	CodeCode Available	1
Predicting ptychography probe positions using single-shot phase retrieval neural network	May 31, 2024	Image RegistrationPosition	CodeCode Available	0
ExU: AI Models for Examining Multilingual Disinformation Narratives and Understanding their Spread	May 30, 2024	Fact CheckingRetrieval	—Unverified	0
GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoning	May 30, 2024	Graph Question AnsweringKnowledge Graphs	CodeCode Available	3
Phantom: General Trigger Attacks on Retrieval Augmented Language Generation	May 30, 2024	Adversarial TextChatbot	—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