Evidence-Bounded Mental Health Reasoning from Heterogeneous Speech Protocols

arXiv:2608.31014 · cs.CL · Submitted 2026-08-31 · Read on arXiv

cs.CL

Submitted: 2026-08-31

Updated: 2026-08-31

Terminology

• Benchmark — 24× in this paper · explained in 2 episodes
• AUROC — 18× in this paper · explained in 2 episodes
• Consistency — 15× in this paper · explained in 3 episodes
• Hallucination — 10× in this paper · explained in 3 episodes
• Accuracy — 7× in this paper · explained in 1 episode
• Multimodal Reasoning — 6× in this paper · explained in 5 episodes
• AUC — 5× in this paper · explained in 2 episodes
• Ablation — 5× in this paper · explained in 1 episode
• Aggregation — 5× in this paper · explained in 1 episode
• Calibration — 3× in this paper · explained in 7 episodes
• Trace — 3× in this paper · explained in 2 episodes
• Benchmarking — 2× in this paper · explained in 3 episodes
• Claim Violation Rate — 2× in this paper
• Multimodal Fusion — 2× in this paper · explained in 3 episodes
• Representation Learning — 2× in this paper · explained in 2 episodes
• Robustness — 2× in this paper · explained in 5 episodes
• Ablation study — 1× in this paper · explained in 1 episode
• Abstraction — 1× in this paper · explained in 1 episode
• Accountability — 1× in this paper · explained in 2 episodes
• Affective Computing — 1× in this paper · explained in 1 episode
• Attention Mechanism — 1× in this paper · explained in 3 episodes
• Computational Biology — 1× in this paper · explained in 2 episodes
• Core — 1× in this paper · explained in 2 episodes
• Embeddings — 1× in this paper · explained in 2 episodes
• Failure Modes — 1× in this paper · explained in 3 episodes
• Generalization — 1× in this paper · explained in 13 episodes
• Grounding — 1× in this paper · explained in 3 episodes
• Hallucination Mitigation — 1× in this paper · explained in 2 episodes
• Human-in-the-Loop — 1× in this paper · explained in 3 episodes
• Interpretability — 1× in this paper · explained in 15 episodes
• Large Language Models (LLMs) — 1× in this paper · explained in 6 episodes
• Modality Hallucination Rate — 1× in this paper
• Multi-Agent System — 1× in this paper · explained in 6 episodes
• Multimodal Inputs — 1× in this paper · explained in 2 episodes
• Multimodal Learning — 1× in this paper · explained in 2 episodes
• RAG — 1× in this paper · explained in 3 episodes
• Reasoning Traces — 1× in this paper · explained in 3 episodes
• Reinforcement Learning — 1× in this paper · explained in 4 episodes
• Self-Supervised Learning — 1× in this paper · explained in 8 episodes
• Transformer — 1× in this paper · explained in 2 episodes
• Verifiability — 1× in this paper · explained in 2 episodes
• Verification — 1× in this paper · explained in 2 episodes

Sources

• Speech as a Multimodal Digital Phenotype for Multi-Task LLM-based Mental Health Prediction
• HealthBench: Evaluating Large Language Models Towards Improved Human Health
• More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models
• Schema-Adaptive Tabular Representation Learning with LLMs for Generalizable Multimodal Clinical Reasoning
• Towards Trustworthy Retrieval Augmented Generation for Large Language Models: A Survey
• Qwen3-Omni Technical Report
• Qwen3.5-Omni Technical Report
• MentalBench: A DSM-Grounded Benchmark for Evaluating Psychiatric Diagnostic Capability of Large Language Models
• MedAgent-Pro: Towards Evidence-based Multi-modal Medical Diagnosis via Reasoning Agentic Workflow

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