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Label Error Detection

Identify labeling errors in data

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–10 of 12 papers

Title	Date	Tasks	Status	Hype	Score
WenetSpeech: A 10000+ Hours Multi-domain Mandarin Corpus for Speech Recognition	Oct 7, 2021	Label Error DetectionOptical Character Recognition	CodeCode Available	1	5
AQuA: A Benchmarking Tool for Label Quality Assessment	Jun 15, 2023	BenchmarkingLabel Error Detection	CodeCode Available	1	5
CTRL: Clustering Training Losses for Label Error Detection	Aug 17, 2022	ClusteringLabel Error Detection	CodeCode Available	0	5
Identifying Incorrect Annotations in Multi-Label Classification Data	Nov 25, 2022	ClassificationLabel Error Detection	CodeCode Available	0	5
CleanPatrick: A Benchmark for Image Data Cleaning	May 16, 2025	BenchmarkingLabel Error Detection	CodeCode Available	0	5
Identifying Label Errors in Object Detection Datasets by Loss Inspection	Mar 13, 2023	Label Error DetectionObject	CodeCode Available	0	5
Automated Detection of Label Errors in Semantic Segmentation Datasets via Deep Learning and Uncertainty Quantification	Jul 13, 2022	BenchmarkingLabel Error Detection	CodeCode Available	0	5
The Re-Label Method For Data-Centric Machine Learning	Feb 9, 2023	Click-Through Rate PredictionDeep Learning	CodeCode Available	0	5
Improving Opinion-based Question Answering Systems Through Label Error Detection and Overwrite	Jun 13, 2023	Label Error DetectionMachine Reading Comprehension	—Unverified	0	0
LEMoN: Label Error Detection using Multimodal Neighbors	Jul 10, 2024	Label Error Detection	—Unverified	0	0

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	github.com/guotong1988/Automatic-Label-Error-Correction	Accuracy	99	—	Unverified