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 4551–4560 of 14297 papers

Title	Date	Tasks	Status	Score
Hierarchical Similarity Learning for Language-based Product Image Retrieval	Feb 18, 2021	Image RetrievalRetrieval	CodeCode Available	5
End-to-End Open Vocabulary Keyword Search	Aug 23, 2021	Retrieval	CodeCode Available	5
End-to-End Open-Domain Question Answering with BERTserini	Feb 5, 2019	ArticlesInformation Retrieval	CodeCode Available	5
End-to-end Named Entity Recognition and Relation Extraction using Pre-trained Language Models	Dec 20, 2019	Language ModelingLanguage Modelling	CodeCode Available	5
End-to-End Multimodal Emotion Recognition using Deep Neural Networks	Apr 27, 2017	Emotion RecognitionMultimodal Emotion Recognition	CodeCode Available	5
Enhancing Domain-Specific Retrieval-Augmented Generation: Synthetic Data Generation and Evaluation using Reasoning Models	Feb 21, 2025	Concept AlignmentRAG	CodeCode Available	5
Chain-of-Exemplar: Enhancing Distractor Generation for Multimodal Educational Question Generation	Aug 16, 2024	Distractor GenerationMultiple-choice	CodeCode Available	5
Hierarchical Matching and Reasoning for Multi-Query Image Retrieval	Jun 26, 2023	Image RetrievalRetrieval	CodeCode Available	5
Hierarchical Relational Networks for Group Activity Recognition and Retrieval	Sep 1, 2018	Activity RecognitionDenoising	CodeCode Available	5
Hierarchical Indexing for Retrieval-Augmented Opinion Summarization	Mar 1, 2024	Opinion SummarizationRetrieval	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