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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 2601–2610 of 14297 papers

Title	Date	Tasks	Status	Hype	Score
Enhancing Complex Question Answering over Knowledge Graphs through Evidence Pattern Retrieval	Feb 3, 2024	Information RetrievalKnowledge Graphs	CodeCode Available	1	5
Combination of Multiple Global Descriptors for Image Retrieval	Mar 26, 2019	Image RetrievalRetrieval	CodeCode Available	1	5
Complex Knowledge Base Question Answering: A Survey	Aug 15, 2021	Information RetrievalKnowledge Base Question Answering	CodeCode Available	1	5
Enhancing Cross-Sectional Currency Strategies by Context-Aware Learning to Rank with Self-Attention	May 20, 2021	Information RetrievalLearning-To-Rank	CodeCode Available	1	5
Enhancing Deformable Local Features by Jointly Learning to Detect and Describe Keypoints	Apr 2, 2023	Image RegistrationRetrieval	CodeCode Available	1	5
Prompt-Guided Retrieval Augmentation for Non-Knowledge-Intensive Tasks	May 28, 2023	Retrieval	CodeCode Available	1	5
Compounding the Performance Improvements of Assembled Techniques in a Convolutional Neural Network	Jan 17, 2020	Fine-Grained Image ClassificationFine-Grained Visual Recognition	CodeCode Available	1	5
Enhancing Noise Robustness of Retrieval-Augmented Language Models with Adaptive Adversarial Training	May 31, 2024	HallucinationMulti-Task Learning	CodeCode Available	1	5
Prompt Tuning on Graph-augmented Low-resource Text Classification	Jul 15, 2023	ArticlesClassification	CodeCode Available	1	5
Learning Equivariant Representations	Dec 4, 2020	3D Shape ClassificationGeneral Classification	CodeCode Available	1	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