Does Noise Really Matter? Investigation into the Influence of Noisy Labels on Bert-Based Question Answering System.
Dmitriy AlexandrovAnastasiia ZakharovaNikolay ButakovPublished in: ICSC (2023)
Keyphrases
- noisy data
- label noise
- noise free
- noisy environments
- high noise
- low snr
- missing data
- measurement noise
- noise reduction
- noise level
- training data
- low signal to noise ratio
- image processing
- natural language
- signal to noise ratio
- noise model
- question answering
- random noise
- natural language processing
- additive noise
- factors influencing
- active learning
- image classification
- pairwise
- prior studies
- class noise
- noisy observations
- image structure
- supervised learning
- data sets
- multi label
- text classification
- training examples