期刊全称 | Accountable and Explainable Methods for Complex Reasoning over Text | 影响因子2023 | Pepa Atanasova | 视频video | | 发行地址 | Won the Informatics Europe Best Dissertation Award in 2023 for an outstanding thesis in the field of informatics.Presents research that facilitates the analysis of the reasons behind the outputs of ma | 图书封面 |  | 影响因子 | .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 arguments; and makes substantial contributions in the area of diagnostics for explainability approaches. All results are empirically tested on complex reasoning tasks over text, including fact checking, question answering, and natural language inference...This book is a revised version of the PhD dissertation written by the author to receive her PhD from the Faculty of Science, University ofCopenhagen, Denmark. In 2023, it won the Informatics Europe Best Dissertation Award, granted to the most outstanding European PhD thesis in the field of computer science.. | Pindex | Book 2024 |
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