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 2861–2870 of 14297 papers

Title	Date	Tasks	Status
Annotation Cost-Efficient Active Learning for Deep Metric Learning Driven Remote Sensing Image Retrieval	Jun 14, 2024	Active LearningContent-Based Image Retrieval	—Unverified
Book Review: Graph-Based Natural Language Processing and Information Retrieval by Rada Mihalcea and Dragomir Radev	Jan 1, 2012	Dimensionality ReductionGraph Clustering	—Unverified
BookQA: Stories of Challenges and Opportunities	Oct 2, 2019	Retrieval	—Unverified
Annotation Cost Efficient Active Learning for Content Based Image Retrieval	Jun 20, 2023	Active LearningContent-Based Image Retrieval	—Unverified
Adversarial Attack on Deep Cross-Modal Hamming Retrieval	Jan 1, 2021	Adversarial AttackCross-Modal Retrieval	—Unverified
DeepFashion: Powering Robust Clothes Recognition and Retrieval With Rich Annotations	Jun 1, 2016	2D Cyclist DetectionRetrieval	—Unverified
Deep Hashing for Secure Multimodal Biometrics	Dec 29, 2020	BinarizationDeep Hashing	—Unverified
Deep Hashing with Triplet Quantization Loss	Oct 31, 2017	Deep HashingImage Retrieval	—Unverified
Book QA: Stories of Challenges and Opportunities	Nov 1, 2019	Retrieval	—Unverified
Advancing Vietnamese Information Retrieval with Learning Objective and Benchmark	Mar 10, 2025	Information RetrievalRAG	—Unverified

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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