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 3331–3340 of 14297 papers

Title	Date	Tasks	Status	Score
Large Scale Multi-Lingual Multi-Modal Summarization Dataset	Feb 13, 2023	ArticlesDecoder	CodeCode Available	5
Large-scale Stochastic Optimization of NDCG Surrogates for Deep Learning with Provable Convergence	Feb 24, 2022	Information RetrievalRetrieval	CodeCode Available	5
Augmenting Passage Representations with Query Generation for Enhanced Cross-Lingual Dense Retrieval	May 6, 2023	Cross-Lingual Information RetrievalInformation Retrieval	CodeCode Available	5
Cross-Lingual Document Retrieval with Smooth Learning	Nov 2, 2020	Information RetrievalRetrieval	CodeCode Available	5
A Multilingual Parallel Corpora Collection Effort for Indian Languages	Jul 15, 2020	Machine TranslationRetrieval	CodeCode Available	5
Cross-lingual Document Retrieval using Regularized Wasserstein Distance	May 11, 2018	Information RetrievalRetrieval	CodeCode Available	5
Crosslingual Document Embedding as Reduced-Rank Ridge Regression	Apr 8, 2019	Document Embeddingregression	CodeCode Available	5
Dataset and Benchmark for Urdu Natural Scenes Text Detection, Recognition and Visual Question Answering	May 21, 2024	DiversityInformation Retrieval	CodeCode Available	5
Dataset and Case Studies for Visual Near-Duplicates Detection in the Context of Social Media	Mar 14, 2022	Image RetrievalRetrieval	CodeCode Available	5
An Empirical Study of Retrieval-enhanced Graph Neural Networks	Jun 1, 2022	Graph Neural NetworkGraph Property Prediction	CodeCode Available	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