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 3061–3070 of 14297 papers

Title	Date	Tasks	Status	Hype
Large Language Models are Limited in Out-of-Context Knowledge Reasoning	Jun 11, 2024	AttributeLogical Reasoning	CodeCode Available	0
Post-Hoc Answer Attribution for Grounded and Trustworthy Long Document Comprehension: Task, Insights, and Challenges	Jun 11, 2024	Natural Language InferenceRetrieval	—Unverified	0
RS-Agent: Automating Remote Sensing Tasks through Intelligent Agent	Jun 11, 2024	AI AgentDescriptive	CodeCode Available	2
Fetch-A-Set: A Large-Scale OCR-Free Benchmark for Historical Document Retrieval	Jun 11, 2024	Image RetrievalImage to text	—Unverified	0
The Impact of Quantization on Retrieval-Augmented Generation: An Analysis of Small LLMs	Jun 10, 2024	QuantizationRAG	—Unverified	0
AutoSurvey: Large Language Models Can Automatically Write Surveys	Jun 10, 2024	RetrievalSurvey	CodeCode Available	3
Efficient k-Nearest-Neighbor Machine Translation with Dynamic Retrieval	Jun 10, 2024	Domain AdaptationMachine Translation	CodeCode Available	0
UMBRELA: UMbrela is the (Open-Source Reproduction of the) Bing RELevance Assessor	Jun 10, 2024	RAGRetrieval	CodeCode Available	2
Scaling the Vocabulary of Non-autoregressive Models for Efficient Generative Retrieval	Jun 10, 2024	Inference OptimizationInformation Retrieval	—Unverified	0
Evaluating the Retrieval Component in LLM-Based Question Answering Systems	Jun 10, 2024	Information RetrievalQuestion Answering	—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