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 3301–3310 of 14297 papers

Title	Date	Tasks	Status	Score
Large Vision-Language Models for Knowledge-Grounded Data Annotation of Memes	Jan 23, 2025	Emotion ClassificationImage Captioning	CodeCode Available	5
LaSER: Language-Specific Event Recommendation	Feb 24, 2023	Information RetrievalLearning-To-Rank	CodeCode Available	5
Data Augmentation for Biomedical Factoid Question Answering	Apr 10, 2022	Data AugmentationInformation Retrieval	CodeCode Available	5
Automatic Signboard Detection and Localization in Densely Populated Developing Cities	Mar 4, 2020	Information RetrievalNovel Object Detection	CodeCode Available	5
A Dataset of Kurdish (Sorani) Named Entities -- An Amendment to Kurdish-BLARK Named Entities	Jan 12, 2023	Information RetrievalMachine Translation	CodeCode Available	5
Data Augmentation using Random Image Cropping and Patching for Deep CNNs	Nov 22, 2018	Data AugmentationImage Augmentation	CodeCode Available	5
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
Cross-lingual Retrieval for Iterative Self-Supervised Training	Jun 16, 2020	Machine TranslationRetrieval	CodeCode Available	5
Cross-Lingual Retrieval Augmented Prompt for Low-Resource Languages	Dec 19, 2022	Cross-Lingual TransferNatural Language Inference	CodeCode Available	5
A multimodal deep learning framework for scalable content based visual media retrieval	May 18, 2021	Multimodal Deep LearningRetrieval	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