2 papers
cs.CL2025
SiniticMTError: A Machine Translation Dataset with Error Annotations for Sinitic Languages
Hannah Liu, Junghyun Min, En-Shiun Annie Lee +12
Despite major advances in machine translation (MT) in recent years, progress remains limited for many low-resource languages that lack large-scale training data and linguistic reso…
cs.LG2023
On Training Derivative-Constrained Neural Networks
KaiChieh Lo, Daniel Huang
We refer to the setting where the (partial) derivatives of a neural network's (NN's) predictions with respect to its inputs are used as additional training signal as a derivative-c…