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 3001–3010 of 14297 papers

Title	Date	Tasks	Status	Score
Learning to Match Using Local and Distributed Representations of Text for Web Search	Oct 26, 2016	Document RankingInformation Retrieval	CodeCode Available	5
Learning to Prune in Metric and Non-Metric Spaces	Dec 1, 2013	Density EstimationRetrieval	CodeCode Available	5
Learning to Learn from Web Data through Deep Semantic Embeddings	Aug 20, 2018	Image RetrievalRetrieval	CodeCode Available	5
Benchmarking Vision-Language Contrastive Methods for Medical Representation Learning	Jun 11, 2024	BenchmarkingContrastive Learning	CodeCode Available	5
Learning to Locate Visual Answer in Video Corpus Using Question	Oct 11, 2022	Contrastive LearningLanguage Modelling	CodeCode Available	5
Learning to Match Mathematical Statements with Proofs	Feb 3, 2021	ArticlesAutomated Theorem Proving	CodeCode Available	5
Learning to Rank Context for Named Entity Recognition Using a Synthetic Dataset	Oct 16, 2023	Language ModelingLanguage Modelling	CodeCode Available	5
A Channel Mix Method for Fine-Grained Cross-Modal Retrieval	Aug 26, 2022	Cross-Modal RetrievalRetrieval	CodeCode Available	5
A Deep Relevance Matching Model for Ad-hoc Retrieval	Nov 23, 2017	Ad-Hoc Information RetrievalParaphrase Identification	CodeCode Available	5
Learning to Explore and Select for Coverage-Conditioned Retrieval-Augmented Generation	Jul 1, 2024	Language ModelingLanguage Modelling	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