4 papers
Human-Centered Supervision for Sentiment Analysis in Telugu: A Systematic Inquiry Beyond Accuracy
Vallabhaneni Raj Kumar, Ashwin S, Supriya Manna +8
Sentiment analysis for low-resource languages remains challenging in an era where interpretability, human alignment, and fairness are increasingly non-negotiable aspects of modern…
Reconciling Privacy and Explainability in High-Stakes: A Systematic Inquiry
Supriya Manna, Niladri Sett
Deep learning's preponderance across scientific domains has reshaped high-stakes decision-making, making it essential to follow rigorous operational frameworks that include both Ri…
Need of AI in Modern Education: in the Eyes of Explainable AI (xAI)
Supriya Manna, Niladri Sett
Modern Education is not \textit{Modern} without AI. However, AI's complex nature makes understanding and fixing problems challenging. Research worldwide shows that a parent's incom…
Faithfulness and the Notion of Adversarial Sensitivity in NLP Explanations
Supriya Manna, Niladri Sett
Faithfulness is arguably the most critical metric to assess the reliability of explainable AI. In NLP, current methods for faithfulness evaluation are fraught with discrepancies an…