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 1551–1560 of 14297 papers

Title	Date	Tasks	Status	Hype
A Reproducible Extraction of Training Images from Diffusion Models	May 15, 2023	Retrieval	CodeCode Available	1
Cross-Batch Memory for Embedding Learning	Dec 14, 2019	GPUImage Retrieval	CodeCode Available	1
A Multi-Granularity-Aware Aspect Learning Model for Multi-Aspect Dense Retrieval	Dec 5, 2023	Language ModellingRetrieval	CodeCode Available	1
Augmenting Black-box LLMs with Medical Textbooks for Biomedical Question Answering (Published in Findings of EMNLP 2024)	Sep 5, 2023	Question AnsweringRetrieval	CodeCode Available	1
Semantic-Fused Multi-Granularity Cross-City Traffic Prediction	Feb 23, 2023	Graph structure learningManagement	CodeCode Available	1
Cross-Modal Retrieval: A Systematic Review of Methods and Future Directions	Aug 28, 2023	Cross-Modal RetrievalRetrieval	CodeCode Available	1
Augmenting Document Representations for Dense Retrieval with Interpolation and Perturbation	Mar 15, 2022	Data AugmentationInformation Retrieval	CodeCode Available	1
IMU2CLIP: Multimodal Contrastive Learning for IMU Motion Sensors from Egocentric Videos and Text	Oct 26, 2022	Activity RecognitionContrastive Learning	CodeCode Available	1
Explicitly Integrating Judgment Prediction with Legal Document Retrieval: A Law-Guided Generative Approach	Dec 15, 2023	PredictionRetrieval	CodeCode Available	1
CSFCube -- A Test Collection of Computer Science Research Articles for Faceted Query by Example	Mar 24, 2021	ArticlesInformation Retrieval	CodeCode Available	1

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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