Evidence-Based Intelligent Diagnostic and Therapeutic Visualization System with Large Language Models: Multi-Turn Interaction and Multimodal Treatment Plan Generation

arXiv:2606.06869 · cs.AI · Submitted 2026-06-05 · Read on arXiv

cs.AI

Submitted: 2026-06-05

Updated: 2026-08-28

Terminology

• Knowledge Graph — 59× in this paper · explained in 7 episodes
• Cognitive Load — 28× in this paper · explained in 2 episodes
• Hallucination — 17× in this paper · explained in 4 episodes
• Traditional Chinese Medicine — 13× in this paper
• Verification — 13× in this paper · explained in 2 episodes
• Accuracy — 10× in this paper · explained in 1 episode
• Core — 9× in this paper · explained in 2 episodes
• Information Gain — 9× in this paper · explained in 2 episodes
• Knowledge graphs — 8× in this paper · explained in 2 episodes
• Verifiability — 7× in this paper · explained in 2 episodes
• Interpretability — 6× in this paper · explained in 15 episodes
• LLM-as-a-Judge — 5× in this paper · explained in 3 episodes
• Grounding — 4× in this paper · explained in 3 episodes
• Alignment — 3× in this paper · explained in 1 episode
• Benchmark — 3× in this paper · explained in 2 episodes
• Foundation Model — 3× in this paper · explained in 3 episodes
• Hallucination Mitigation — 3× in this paper · explained in 2 episodes
• Trace — 3× in this paper · explained in 2 episodes
• Cosine Similarity — 2× in this paper · explained in 3 episodes
• Diagnostic Tools — 2× in this paper · explained in 2 episodes
• Embeddings — 2× in this paper · explained in 2 episodes
• Foundation Models — 2× in this paper · explained in 7 episodes
• Generative AI — 2× in this paper · explained in 2 episodes
• Graph Construction — 2× in this paper · explained in 3 episodes
• Progressive Disclosure — 2× in this paper · explained in 2 episodes
• Redundancy — 2× in this paper · explained in 2 episodes
• Combinatorial Optimization — 1× in this paper · explained in 2 episodes
• Commentary — 1× in this paper · explained in 2 episodes
• Conference on Computational Natural Language Learning — 1× in this paper
• Decision-Support Tool — 1× in this paper · explained in 2 episodes
• Explainability — 1× in this paper · explained in 3 episodes
• External Validation — 1× in this paper · explained in 2 episodes
• Fine-Tuning — 1× in this paper · explained in 5 episodes
• Multimodal Integration — 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
• Robustness — 1× in this paper · explained in 5 episodes
• Transfer Learning — 1× in this paper · explained in 10 episodes

Sources

• STaR-GATE: Teaching Language Models to Ask Clarifying Questions
• BianQue: Balancing the Questioning and Suggestion Ability of Health LLMs with Multi-turn Health Conversations Polished by ChatGPT
• Knowledge Graphs Meet Multi-Modal Learning: A Comprehensive Survey

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