Beyond Accuracy: Behavioral Testing of NLP Models with Sameer Singh - #406
The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence)
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Evaluating NLP Model Performance
This chapter discusses the significance of behavioral testing in NLP models using the research paper 'Beyond Accuracy, Behavioral Testing of NLP Models with Checklists,' which highlights the disconnect between model accuracy and a nuanced understanding of model strengths and weaknesses. It introduces the Checklist tool and emphasizes the importance of structured testing and the application of software engineering methodologies to improve the robustness of machine learning systems.
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