Author

Maya D'Eon

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#natural language process... Preprint Oct 2026

MindEval2: Clinically Grounded Patients and Rubrics for Evaluating Language Models in Mental Health Support

With people increasingly turning to AI chatbots for mental health support, the need to evaluate these tools is becoming more pressing. Recent benchmarks attempt to mimic a realistic setting by simulating multi-turn interactions with synthetic patients and evaluating them with an LLM-as-a-judge. However, the usefulness...

John Mendonça, Daniel Tschernutter, José Pombal et al. · 0 citations

Preprint Aug 2026

Move by Move: Measuring and Steering How LLMs Conduct Psychotherapy

Users increasingly turn to large language models for emotional support, yet little is known about how these models actually conduct a psychotherapy interaction. We introduce an ontology of ten therapeutic moves: compact, function-based categories grounded in the MULTI-60 inventory, validated through an annotation campa...

Afonso Baldo, Hugo Pitorro, Areti Vassilopoulos et al. · 0 citations

Open access Jul 2026

Risk Governance for Generative AI Mental Health Support: A Multi-Turn Safety Architecture

A model-agnostic safety governance architecture that combines contextual risk detection, reasoning-based verification, and protocol-guided response generation for multi-turn mental health interactions is developed, providing a scalable framework for safer deployment across models.

A. Areias, Catarina Botelho, António Farinhas et al. · arXiv.org · 0 citations