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MARTA: Leveraging Human Rationales for Explainable Text Classification

by Ines Arous, Ljiljana Dolamic, Jie Yang, Akansha Bhardwaj, Giuseppe Cuccu, Philippe Cudré-Mauroux | May 18, 2021 | Podcasts, Scientific Articles

Abstract Explainability is a key requirement for text classification in many application domains ranging from sentiment analysis to medical diagnosis or legal reviews. Existing methods often rely on “attention” mechanisms for explaining classification...
Research topics

5G Artificial Intelligence arXiv Asset Pricing Bayesian Statistics BERT Bi-partite Networks Bibliometrics Big Data Blockchain Collective Intelligence Contact Tracing Critical Infrastructure Crunchbase Cryptocurrency Cyberdefence Cybersecurity Data Management Data Protection Deep Learning Digital Transformation Distributed Ledger Emerging Technologies Encryption High Skilled Labor Information Retrieval Large Language Model Link Prediction Machine Learning Malware Natural Language Processing OpenAlex Opinion Mining Portfolio Optimization Privacy Private Equity Quantitative Finance Quantum Computing Recommender System Recurrent Neural Network Risk Analysis S-curve Scientometrics Security Economics Semantic Tagging Social Network Analysis Taxonomy Technology Analysis Technology Assessment Technology Convergence Technology Forecasting Technology Intelligence Technology Management Technology Mining Technology Monitoring Technology Outlook Technology Scouting Text Mining Threat Intelligence Times Series Transformers Trend Analysis Venture Capital Wikipedia Zero-shot Learning

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