2 papers
cs.CL2023
Multi-resolution Interpretation and Diagnostics Tool for Natural Language Classifiers
Peyman Jalali, Nengfeng Zhou, Yufei Yu
Developing explainability methods for Natural Language Processing (NLP) models is a challenging task, for two main reasons. First, the high dimensionality of the data (large number…
cs.CL2021
Robustness Tests of NLP Machine Learning Models: Search and Semantically Replace
Rahul Singh, Karan Jindal, Yufei Yu +4
This paper proposes a strategy to assess the robustness of different machine learning models that involve natural language processing (NLP). The overall approach relies upon a Sear…