Educational-Psychological Dialogue Robot Based on Multi-Agent Collaboration
On the map: LLM agents and tool use → Educational agents and math problem solving
Abstract (arXiv)
Intelligent dialogue systems are increasingly used in modern education and psychological counseling fields, but most existing systems are limited to a single domain, cannot deal with both educational and psychological issues, and often lack accuracy and professionalism when dealing with complex issues. To address these problems, this paper proposes an intelligent dialog system that combines educational and psychological counseling functions. The system consists of multiple AI agent, including security detection agent, intent identification agent, educational LLM agent, and psychological LLM agent, which work in concert to ensure the provision of accurate educational knowledge Q&A and psychological support services. Specifically, the system recognizes user-input intentions through an intention classification model and invokes a retrieval-enhanced educational grand model and a psychological grand model fine-tuned with psychological data in order to provide professional educational advice and psychological support.
Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Placed in Educational agents and math problem solving, one of 16 directions in LLM agents and tool use. Builds on 12 of its 14 references that are in the map. First posted on arXiv 5 Dec 2024.
Builds on
12 of 14 references.
References · 12
- 2017Attention Is All You Needcited by 60,361
- 2018BERT: Pre-training of Deep Bidirectional Transformers for Language Understandingcited by 40,399
- 2020Language Models are Few-Shot Learnerscited by 32,419
- 2023Qwen Technical Reportcited by 3,344
- 2024ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All Toolscited by 1,121
- 2023C-Pack: Packed Resources For General Chinese Embeddingscited by 578
- 2024CPsyCoun: A Report-based Multi-turn Dialogue Reconstruction and Evaluation Framework for Chinese Psychological Counselingcited by 89
- 2023EduChat: A Large-Scale Language Model-based Chatbot System for Intelligent Educationcited by 80
- 2024A Survey on Retrieval-Augmented Text Generation for Large Language Modelscited by 77
- 2024COIG-CQIA: Quality is All You Need for Chinese Instruction Fine-tuningcited by 45
- 2024History, Development, and Principles of Large Language Models-An Introductory Surveycited by 30
- 2024E-EVAL: A Comprehensive Chinese K-12 Education Evaluation Benchmark for Large Language Modelscited by 13
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- 2024Enhanced Classroom Dialogue Sequences Analysis with a Hybrid AI Agent: Merging Expert Rule-Base with Large Language Models
- 2026From Tool to Teammate: LLM Coding Agents as Collaborative Partners for Behavioral Labeling in Educational Dialogue Analysis
- 2024A Multi-Agent Dual Dialogue System to Support Mental Health Care Providers
- 2024RAM2C: A Liberal Arts Educational Chatbot based on Retrieval-augmented Multi-role Multi-expert Collaboration
- 2025DeepPsy-Agent: A Stage-Aware and Deep-Thinking Emotional Support Agent System
- 2024Script-Based Dialog Policy Planning for LLM-Powered Conversational Agents: A Basic Architecture for an "AI Therapist"
- 2025Toward Real-World Chinese Psychological Support Dialogues: CPsDD Dataset and a Co-Evolving Multi-Agent System
- 2025EducationQ: Evaluating LLMs' Teaching Capabilities Through Multi-Agent Dialogue Framework