Accountable and Explainable Methods for Complex Reasoning over Text

Accountable and Explainable Methods for Complex Reasoning over Text

Atanasova, Pepa

Springer International Publishing AG

04/2024

199

Mole

9783031515170

15 a 20 dias

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1. Executive Summary.- Part I: Accountability for Complex Reasoning Tasks over Text.- 2. Fact Checking with Insufficient Evidence.- 3. Generating Label Cohesive and Well-Formed Adversarial Claims.- Part II: Explainability for Complex Reasoning Tasks over Text.- 4. Generating Fact Checking Explanations.- 5. Generating Fluent Fact Checking Explanations with Unsupervised Post-Editing.- 6. Multi-Hop Fact Checking of Political Claims.- Part III: Diagnostic Explainability Methods.- 7. A Diagnostic Study of Explainability Techniques for Text Classification.- 8. Diagnostics-Guided Explanation Generation.- 9. Recent Developments on Accountability and Explainability for Complex Reasoning Tasks.
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Natural Language Processing;Machine Learning;Reasoning and Diagnostics;Question Answering;Fact Checking;Information Retrieval;Text Classification