113941 May 2026
: Sentiment analysis of customer reviews, biomedical literature summarization, and disease-treatment classification.
Post-hoc explanation of black-box classifiers using confident itemsets 113941
: Explaining the decision-making process of "black-box" Deep Learning (DL) models used in text classification , particularly within the biomedical domain. : Sentiment analysis of customer reviews
In this context, "deep text" refers to the application of techniques to Natural Language Processing (NLP) . biomedical literature summarization
: These models often require large datasets and can be sensitive to "adversarial noise" (small character-level changes that fool the AI).
: It addresses the "black-box" problem where complex neural networks provide accurate results but lack transparency, which is critical for high-stakes fields like healthcare. Understanding "Deep Text"
