ConsultMind:Towards Automated Diagnostic Consultation via Uncertainty-Aware Reasoning

arXiv:2609.30796 · cs.AI · Submitted 2026-09-25 · Read on arXiv

cs.AI

Submitted: 2026-09-25

Updated: 2026-09-25

Terminology

• RAG — 17× in this paper · explained in 3 episodes
• Accuracy — 15× in this paper · explained in 1 episode
• Adaptive Reasoning — 4× in this paper · explained in 2 episodes
• Grounding — 4× in this paper · explained in 3 episodes
• Verification — 4× in this paper · explained in 2 episodes
• Benchmark — 3× in this paper · explained in 2 episodes
• Consistency — 3× in this paper · explained in 3 episodes
• Diagnosis Rationale — 3× in this paper
• Ranking Explanation — 3× in this paper
• Reinforcement Learning — 3× in this paper · explained in 4 episodes
• Abstention — 2× in this paper · explained in 1 episode
• Benchmarking — 2× in this paper · explained in 3 episodes
• Deep Reinforcement Learning — 2× in this paper · explained in 2 episodes
• Differential Diagnosis — 2× in this paper
• F1 Score — 2× in this paper · explained in 3 episodes
• Hallucination — 2× in this paper · explained in 3 episodes
• Knowledge Graph — 2× in this paper · explained in 7 episodes
• Knowledge graphs — 2× in this paper · explained in 2 episodes
• Action Space — 1× in this paper · explained in 1 episode
• Adaptation — 1× in this paper · explained in 1 episode
• Agentic Reasoning — 1× in this paper · explained in 1 episode
• Alignment — 1× in this paper · explained in 1 episode
• Bayesian Inference — 1× in this paper · explained in 5 episodes
• Clinical Observation Agent — 1× in this paper
• Clustering — 1× in this paper · explained in 2 episodes
• Distillation — 1× in this paper · explained in 2 episodes
• Embeddings — 1× in this paper · explained in 2 episodes
• Foundation Model — 1× in this paper · explained in 3 episodes
• Foundation Models — 1× in this paper · explained in 7 episodes
• Generalization — 1× in this paper · explained in 13 episodes
• Graph Construction — 1× in this paper · explained in 3 episodes
• Interpretability — 1× in this paper · explained in 15 episodes
• Knowledge Distillation — 1× in this paper · explained in 11 episodes
• Large Language Models (LLMs) — 1× in this paper · explained in 6 episodes
• Multimodal Reasoning — 1× in this paper · explained in 5 episodes
• Prompt Engineering — 1× in this paper · explained in 4 episodes
• Schema Verification Agent — 1× in this paper
• Symptom Schema Agent — 1× in this paper

Sources

• HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs
• M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation
• The Dialogue That Heals: A Comprehensive Evaluation of Doctor Agents' Inquiry Capability
• The Llama 3 Herd of Models
• ClinicalGPT-R1: Pushing reasoning capability of generalist disease diagnosis with large language model
• Evaluating Large Language Models in Dynamic Clinical Decision-Making with Standardized Patient Cases
• MedConsultBench: A Full-Cycle, Fine-Grained, Process-Aware Benchmark for Medical Consultation Agents
• MeDxAgent: Multi-Agent Consultation for Interactive Medical Diagnosis
• Qwen3 Technical Report
• Towards Conversational Diagnostic AI
• MentalHospital: A Virtual Environment for Evaluating Psychiatric Clinical Encounters

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