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 3671–3680 of 14297 papers

Title	Date	Tasks	Status	Score
Keyword-driven Retrieval-Augmented Large Language Models for Cold-start User Recommendations	May 30, 2024	Recommendation SystemsRe-Ranking	CodeCode Available	5
CONVERSER: Few-Shot Conversational Dense Retrieval with Synthetic Data Generation	Sep 13, 2023	Conversational SearchIn-Context Learning	CodeCode Available	5
ATRI: Mitigating Multilingual Audio Text Retrieval Inconsistencies by Reducing Data Distribution Errors	Feb 20, 2025	AudioCapsContrastive Learning	CodeCode Available	5
A Massively Multilingual Analysis of Cross-linguality in Shared Embedding Space	Sep 13, 2021	RetrievalSentence	CodeCode Available	5
Conversational Tree Search: A New Hybrid Dialog Task	Mar 17, 2023	Deep Reinforcement LearningInformation Retrieval	CodeCode Available	5
Text-to-SQL Generation for Question Answering on Electronic Medical Records	Jul 28, 2019	Information RetrievalQuestion Answering	CodeCode Available	5
Dense Passage Retrieval in Conversational Search	Mar 21, 2025	Conversational SearchInformation Retrieval	CodeCode Available	5
K-COMP: Retrieval-Augmented Medical Domain Question Answering With Knowledge-Injected Compressor	Jan 23, 2025	Question AnsweringRAG	CodeCode Available	5
Reducing Predictive Feature Suppression in Resource-Constrained Contrastive Image-Caption Retrieval	Apr 28, 2022	Contrastive LearningRetrieval	CodeCode Available	5
KATE: K-Competitive Autoencoder for Text	May 4, 2017	Document ClassificationRetrieval	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