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 3371–3380 of 14297 papers

Title	Date	Tasks	Status	Score
LawngNLI: A Long-Premise Benchmark for In-Domain Generalization from Short to Long Contexts and for Implication-Based Retrieval	Dec 6, 2022	Domain GeneralizationNatural Language Inference	CodeCode Available	5
Deciphering the Interplay of Parametric and Non-parametric Memory in Retrieval-augmented Language Models	Oct 7, 2024	RAGRetrieval	CodeCode Available	5
Large Scale Multi-Lingual Multi-Modal Summarization Dataset	Feb 13, 2023	ArticlesDecoder	CodeCode Available	5
Large-Scale Location Recognition and the Geometric Burstiness Problem	Jun 1, 2016	Image RetrievalRe-Ranking	CodeCode Available	5
Development and Validation of a Dynamic-Template-Constrained Large Language Model for Generating Fully-Structured Radiology Reports	Sep 26, 2024	DescriptiveLanguage Modeling	CodeCode Available	5
Large Scale Product Graph Construction for Recommendation in E-commerce	Oct 12, 2020	Clusteringgraph construction	CodeCode Available	5
Large-Scale Historical Watermark Recognition: dataset and a new consistency-based approach	Aug 27, 2019	16kImage Retrieval	CodeCode Available	5
Crossing the Threshold: Idiomatic Machine Translation through Retrieval Augmentation and Loss Weighting	Oct 10, 2023	4kMachine Translation	CodeCode Available	5
Large-Scale Image Retrieval with Attentive Deep Local Features	Dec 19, 2016	Image RetrievalRetrieval	CodeCode Available	5
Large-Scale Approximate k-NN Graph Construction on GPU	Mar 29, 2021	GPUgraph construction	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