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 3051–3060 of 14297 papers

Title	Date	Tasks	Status
Beyond Precision: A Study on Recall of Initial Retrieval with Neural Representations	Jul 22, 2018	Information RetrievalRe-Ranking	—Unverified
A Neural Network Approach to Context-Sensitive Generation of Conversational Responses	Jun 22, 2015	Information RetrievalMachine Translation	—Unverified
Deep Unified Multimodal Embeddings for Understanding both Content and Users in Social Media Networks	May 17, 2019	Cross-Modal RetrievalRetrieval	—Unverified
Beyond Pairwise: Provably Fast Algorithms for Approximate k-Way Similarity Search	Dec 1, 2013	Retrieval	—Unverified
ADMM and Spectral Proximity Operators in Hyperspectral Broadband Phase Retrieval for Quantitative Phase Imaging	May 14, 2021	ObjectRetrieval	—Unverified
A Neural Model for Joint Document and Snippet Ranking in Question Answering for Large Document Collections	Jun 16, 2021	Natural QuestionsQuestion Answering	—Unverified
Deep Tensor Encoding	Mar 18, 2017	Information RetrievalRetrieval	—Unverified
Beyond Lexical: A Semantic Retrieval Framework for Textual Search Engine	Jun 9, 2019	RetrievalSemantic Retrieval	—Unverified
A neural document language modeling framework for spoken document retrieval	Oct 31, 2019	Information RetrievalLanguage Modeling	—Unverified
Beyond Lexical: A Semantic Retrieval Framework for Textual SearchEngine	Aug 10, 2020	RetrievalSemantic Retrieval	—Unverified

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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