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 3801–3810 of 14297 papers

Title	Date	Tasks	Status	Score
Item Tagging for Information Retrieval: A Tripartite Graph Neural Network based Approach	Aug 26, 2020	Graph Neural NetworkInformation Retrieval	CodeCode Available	5
Differentiable Outlier Detection Enable Robust Deep Multimodal Analysis	Feb 11, 2023	Image-text RetrievalKnowledge Graphs	CodeCode Available	5
A Tale of HodgeRank and Spectral Method: Target Attack Against Rank Aggregation Is the Fixed Point of Adversarial Game	Sep 13, 2022	Information RetrievalRetrieval	CodeCode Available	5
Differentiable Resolution Compression and Alignment for Efficient Video Classification and Retrieval	Sep 15, 2023	RetrievalVideo Classification	CodeCode Available	5
Pre-training with Aspect-Content Text Mutual Prediction for Multi-Aspect Dense Retrieval	Aug 22, 2023	Language ModelingLanguage Modelling	CodeCode Available	5
Pretrain like Your Inference: Masked Tuning Improves Zero-Shot Composed Image Retrieval	Nov 13, 2023	Contrastive LearningImage Retrieval	CodeCode Available	5
Continual Learning of Long Topic Sequences in Neural Information Retrieval	Jan 10, 2022	Continual LearningInformation Retrieval	CodeCode Available	5
Deep Learning-based Patient Re-identification Is able to Exploit the Biometric Nature of Medical Chest X-ray Data	Mar 15, 2021	DiagnosticRetrieval	CodeCode Available	5
Is Multimodal Vision Supervision Beneficial to Language?	Feb 10, 2023	Image RetrievalNatural Language Understanding	CodeCode Available	5
Iterative Manifold Embedding Layer Learned by Incomplete Data for Large-scale Image Retrieval	Jul 14, 2017	Dimensionality ReductionImage Retrieval	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