MAGneT: Coordinated Multi-Agent Generation of Synthetic Multi-Turn Mental Health Counseling Sessions

arXiv:2509.04183 · cs.CL, cs.AI · Submitted 2025-09-04 · Read on arXiv

cs.CL, cs.AI

Submitted: 2025-09-04

Updated: 2026-08-30

Terminology

• Fine-Tuning — 22× in this paper · explained in 5 episodes
• Ablation — 19× in this paper · explained in 1 episode
• Core — 7× in this paper · explained in 2 episodes
• Multi-Agent Framework — 7× in this paper · explained in 3 episodes
• Cognitive Therapy Rating Scale — 6× in this paper
• LLM-as-a-Judge — 6× in this paper · explained in 3 episodes
• Benchmark — 5× in this paper · explained in 2 episodes
• Grounding — 5× in this paper · explained in 3 episodes
• Working Alliance Inventory — 5× in this paper
• Cosine Similarity — 4× in this paper · explained in 3 episodes
• Positive and Negative Affect Schedule — 4× in this paper
• Alignment — 3× in this paper · explained in 1 episode
• Consistency — 3× in this paper · explained in 3 episodes
• F1 Score — 3× in this paper · explained in 3 episodes
• Adam — 2× in this paper · explained in 2 episodes
• Cognitive Behavioral Therapy — 2× in this paper
• Embeddings — 2× in this paper · explained in 2 episodes
• Expectation-Adjusted Distinct — 2× in this paper
• Few Shot — 2× in this paper
• Multi-Agent System — 2× in this paper · explained in 6 episodes
• Synthetic Data Generation — 2× in this paper · explained in 5 episodes
• Ablation Studies — 1× in this paper · explained in 1 episode
• Adaptability — 1× in this paper · explained in 1 episode
• Adaptation — 1× in this paper · explained in 1 episode
• Aggregation — 1× in this paper · explained in 1 episode
• Benchmarking — 1× in this paper · explained in 3 episodes
• Chain-of-Thought (CoT) — 1× in this paper · explained in 4 episodes
• Cooperation — 1× in this paper · explained in 2 episodes
• Data Augmentation — 1× in this paper · explained in 7 episodes
• Foundation Model — 1× in this paper · explained in 3 episodes
• Frustration — 1× in this paper · explained in 2 episodes
• Generalizability — 1× in this paper · explained in 6 episodes
• Generalization — 1× in this paper · explained in 13 episodes
• Large Language Models (LLMs) — 1× in this paper · explained in 6 episodes
• Multi-agent Collaborative Framework — 1× in this paper · explained in 2 episodes
• Objective Function — 1× in this paper · explained in 2 episodes
• Resource Constraints — 1× in this paper · explained in 3 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Self-consistency — 1× in this paper · explained in 2 episodes
• Semantic Similarity — 1× in this paper · explained in 2 episodes
• Transformer — 1× in this paper · explained in 2 episodes
• Zero Shot — 1× in this paper
• alpha — 1× in this paper · explained in 1 episode

Sources

• MADP: Multi-Agent Deductive Planning for Enhanced Cognitive-Behavioral Mental Health Question Answer
• A Computational Framework for Behavioral Assessment of LLM Therapists
• A Multi-Agent Conversational Recommender System
• ChatCounselor: A Large Language Models for Mental Health Support
• Comparing the Efficacy of GPT-4 and Chat-GPT in Mental Health Care: A Blind Assessment of Large Language Models for Psychological Support
• Qwen2.5 Technical Report
• Interactive Agents: Simulating Counselor-Client Psychological Counseling via Role-Playing LLM-to-LLM Interactions

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