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Papers
MemoryART: Enhancing LLMs via Multi-Memory Models with Adaptive Resonance Theory for Healthcare Agents
AAAI 2026
Ask Patients with Patience: Enabling LLMs for Human-Centric Medical Dialogue with Grounded Reasoning
EMNLP 2025
EmplifAI: a Fine-grained Dataset for Japanese Empathetic Medical Dialogues in 28 Emotion Labels
IJCNLP 2025
Format Inertia: A Failure Mechanism of LLMs in Medical Pre-Consultation
EMNLP 2025
High-Quality Medical Dialogue Synthesis for Improving EMR Generation
EMNLP 2025
Prefix-Enhanced Large Language Models with Reused Training Data in Multi-Turn Medical Dialogue
NAACL 2025
RLKGF: Reinforcement Learning from Knowledge Graph Feedback Without Human Annotations
ACL 2025
Context Aggregation with Topic-focused Summarization for Personalized Medical Dialogue Generation
NAACL 2024
Integrating Physician Diagnostic Logic into Large Language Models: Preference Learning from Process Feedback
ACL 2024
MedDialog-FR: A French Version of the MedDialog Corpus for Multi-label Classification and Response Generation Related to Women’s Intimate Health
COLING 2024
MediTOD: An English Dialogue Dataset for Medical History Taking with Comprehensive Annotations
EMNLP 2024
Synthetic Arabic Medical Dialogues Using Advanced Multi-Agent LLM Techniques
ACL 2024
Zhongjing: Enhancing the Chinese Medical Capabilities of Large Language Model through Expert Feedback and Real-World Multi-Turn Dialogue
AAAI 2024
clulab at MEDIQA-Chat 2023: Summarization and classification of medical dialogues
ACL 2023
DS4DH at MEDIQA-Chat 2023: Leveraging SVM and GPT-3 Prompt Engineering for Medical Dialogue Classification and Summarization
ACL 2023
Injecting knowledge into language generation: a case study in auto-charting after-visit care instructions from medical dialogue
ACL 2023
KNSE: A Knowledge-aware Natural Language Inference Framework for Dialogue Symptom Status Recognition
ACL 2023
Medical Dialogue Generation via Dual Flow Modeling
ACL 2023
MidMed: Towards Mixed-Type Dialogues for Medical Consultation
ACL 2023
MTDiag: An Effective Multi-Task Framework for Automatic Diagnosis
AAAI 2023
Overview of the MEDIQA-Chat 2023 Shared Tasks on the Summarization & Generation of Doctor-Patient Conversations
ACL 2023
PlugMed: Improving Specificity in Patient-Centered Medical Dialogue Generation using In-Context Learning
EMNLP 2023
UMASS_BioNLP at MEDIQA-Chat 2023: Can LLMs generate high-quality synthetic note-oriented doctor-patient conversations?
ACL 2023
A Speaker-Aware Co-Attention Framework for Medical Dialogue Information Extraction
EMNLP 2022
DialMed: A Dataset for Dialogue-based Medication Recommendation
COLING 2022