most citedFrom Explainability to Action: A Generative Operational Framework for Integrating XAI in Clinical Mental Health Screening

1 citations · 1 across the 4 of their papers we have counts for

collaborators

7 papers

cs.CL2025

LLMs vs. Traditional Sentiment Tools in Psychology: An Evaluation on Belgian-Dutch Narratives

Ratna Kandala, Katie Hoemann

Understanding emotional nuances in everyday language is crucial for computational linguistics and emotion research. While traditional lexicon-based tools like LIWC and Pattern have…

cs.CL20251 cited

From Explainability to Action: A Generative Operational Framework for Integrating XAI in Clinical Mental Health Screening

Ratna Kandala, Akshata Kishore Moharir, Divya Arvinda Nayak

Explainable Artificial Intelligence (XAI) has been presented as the critical component for unlocking the potential of machine learning in mental health screening (MHS). However, a…

cs.CL2025

Cross-Lingual Mental Health Ontologies for Indian Languages: Bridging Patient Expression and Clinical Understanding through Explainable AI and Human-in-the-Loop Validation

Ananth Kandala, Ratna Kandala, Akshata Kishore Moharir +2

Mental health communication in India is linguistically fragmented, culturally diverse, and often underrepresented in clinical NLP. Current health ontologies and mental health resou…

cs.CL2025

Conjoined Predication and Scalar Implicature

Ratna Kandala

Magri (2016) investigates two puzzles arising from conjunction. Although Magri has proposed a solution to the second puzzle, the first remains unresolved. This first puzzle reveals…

cs.CL2025

A Unified Representation for Continuity and Discontinuity: Syntactic and Computational Motivations

Ratna Kandala, Prakash Mondal

This paper advances a unified representation of linguistic structure for three grammar formalisms, namely, Phrase Structure Grammar (PSG), Dependency Grammar (DG) and Categorial Gr…

cs.CL2025

Towards a Unified System of Representation for Continuity and Discontinuity in Natural Language

Ratna Kandala, Prakash Mondal

Syntactic discontinuity is a grammatical phenomenon in which a constituent is split into more than one part because of the insertion of an element which is not part of the constitu…