Accountable and Explainable Methods for Complex Reasoning over Text (eBook, PDF)
Pepa Atanasova
eBook, PDF

Accountable and Explainable Methods for Complex Reasoning over Text (eBook, PDF)

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This thesis presents research that expands the collective knowledge in the areas of accountability and transparency of machine learning (ML) models developed for complex reasoning tasks over text. In particular, the presented results facilitate the analysis of the reasons behind the outputs of ML models and assist in detecting and correcting for potential harms. It presents two new methods for accountable ML models; advances the state of the art with methods generating textual explanations that are further improved to be fluent, easy to read, and to contain logically connected multi-chain argu...

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