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Transformer-based Joint Modelling for Automatic Essay Scoring and Off-Topic Detection
The proposed Automated Open Essay Scoring (AOES) model uses a novel topic regularization module (TRM), which can be attached on top of a transformer model, and is trained using a proposed hybrid loss function.
Unsupervised Out-of-Distribution Dialect Detection with Mahalanobis Distance
Dialect classification is used in a variety of applications, such as machine translation and speech recognition, to improve the overall performance of the system.
EXnet: Efficient In-context Learning for Data-less Text classification
In-context learning extends zero-shot learning by incorporating prompts and examples, resulting in increased task accuracy.
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