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Verena Weber

2 accepted papers

2023

Regression-Free Model Updates for Spoken Language Understanding

ACL 2023industry

In real-world systems, an important requirement for model updates is to avoid regressions in user experience caused by flips of previously correct classifications to incorrect ones. Multiple techniques for that have been proposed in the recent literature. In this paper, we apply one such technique,…

Cited by 2SourcePDFScholar
2022

Semi-supervised Adversarial Text Generation based on Seq2Seq models

EMNLP 2022industry

To improve deep learning models’ robustness, adversarial training has been frequently used in computer vision with satisfying results. However, adversarial perturbation on text have turned out to be more challenging due to the discrete nature of text. The generated adversarial text might not sound n…

Cited by 5SourcePDFScholar