Cover Image

MedSynth: Realistic, Synthetic Medical Dialogue-Note Pairs

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Mianroodi, Ahmad Rezaie, Rezaie, Amirali, Todorov, Niko Grisel, Rakovski, Cyril, Rudzicz, Frank
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

MedKP: Medical Dialogue with Knowledge Enhancement and Clinical Pathway Encoding
by: Wu, Jiageng, et al.
Published: (2024)

CircuitSynth: Reliable Synthetic Data Generation
by: Cheng, Zehua, et al.
Published: (2026)

Exploring the features used for summary evaluation by Human and GPT
by: Sadeghi, Zahra, et al.
Published: (2025)

Scenarios and Approaches for Situated Natural Language Explanations
by: Qiu, Pengshuo, et al.
Published: (2024)

MEDSAGE: Enhancing Robustness of Medical Dialogue Summarization to ASR Errors with LLM-generated Synthetic Dialogues
by: Binici, Kuluhan, et al.
Published: (2024)

DermaSynth: Rich Synthetic Image-Text Pairs Using Open Access Dermatology Datasets
by: Yilmaz, Abdurrahim, et al.
Published: (2025)

Synthetic Patient-Physician Dialogue Generation from Clinical Notes Using LLM
by: Das, Trisha, et al.
Published: (2024)

SynthAgent: Adapting Web Agents with Synthetic Supervision
by: Wang, Zhaoyang, et al.
Published: (2025)

CasualSynth: Generating Structurally Sound Synthetic Data
by: Cheng, Zehua, et al.
Published: (2026)

Interpreting Agentic Systems: Beyond Model Explanations to System-Level Accountability
by: Zhu, Judy, et al.
Published: (2026)

Show, Don't Tell: Uncovering Implicit Character Portrayal using LLMs
by: Jaipersaud, Brandon, et al.
Published: (2024)

MedAidDialog: A Multilingual Multi-Turn Medical Dialogue Dataset for Accessible Healthcare
by: Nigam, Shubham Kumar, et al.
Published: (2026)

Source2Synth: Synthetic Data Generation and Curation Grounded in Real Data Sources
by: Lupidi, Alisia, et al.
Published: (2024)

MisSynth: Improving MISSCI Logical Fallacies Classification with Synthetic Data
by: Poliakov, Mykhailo, et al.
Published: (2025)

LLM-Driven Multi-Turn Task-Oriented Dialogue Synthesis for Realistic Reasoning
by: Zhu, Yu, et al.
Published: (2026)

SynthEHR-Eviction: Enhancing Eviction SDoH Detection with LLM-Augmented Synthetic EHR Data
by: Yao, Zonghai, et al.
Published: (2025)

Fine-Tuning Qwen 2.5 3B for Realistic Movie Dialogue Generation
by: Gupta, Kartik
Published: (2025)

Synthetic Dialogue Dataset Generation using LLM Agents
by: Abdullin, Yelaman, et al.
Published: (2024)

Synthetic Clinical Notes for Rare ICD Codes: A Data-Centric Framework for Long-Tail Medical Coding
by: Vo, Truong, et al.
Published: (2025)

MedCalc-Eval and MedCalc-Env: Advancing Medical Calculation Capabilities of Large Language Models
by: Mao, Kangkun, et al.
Published: (2025)

Plug and Play with Prompts: A Prompt Tuning Approach for Controlling Text Generation
by: Ajwani, Rohan Deepak, et al.
Published: (2024)

SyntheT2C: Generating Synthetic Data for Fine-Tuning Large Language Models on the Text2Cypher Task
by: Zhong, Ziije, et al.
Published: (2024)

Synthetic Dialogue Generation for Interactive Conversational Elicitation & Recommendation (ICER)
by: Ryu, Moonkyung, et al.
Published: (2025)

A Typology of Synthetic Datasets for Dialogue Processing in Clinical Contexts
by: Bedrick, Steven, et al.
Published: (2025)

Evaluating Prompting Strategies with MedGemma for Medical Order Extraction
by: Balachandran, Abhinand, et al.
Published: (2025)

MedGellan: LLM-Generated Medical Guidance to Support Physicians
by: Banerjee, Debodeep, et al.
Published: (2025)

MedGo: A Chinese Medical Large Language Model
by: Zhang, Haitao, et al.
Published: (2024)

Lightweight Large Language Model for Medication Enquiry: Med-Pal
by: Elangovan, Kabilan, et al.
Published: (2024)

MetaSynth: Meta-Prompting-Driven Agentic Scaffolds for Diverse Synthetic Data Generation
by: Riaz, Haris, et al.
Published: (2025)

Systematic Evaluation of the Quality of Synthetic Clinical Notes Rephrased by LLMs at Million-Note Scale
by: Liu, Jinghui, et al.
Published: (2026)

Generating Realistic, Protocol-Compliant Maritime Radio Dialogues using Self-Instruct and Low-Rank Adaptation
by: Akdeniz, Gürsel, et al.
Published: (2026)

EMSDialog: Synthetic Multi-person Emergency Medical Service Dialogue Generation from Electronic Patient Care Reports via Multi-LLM Agents
by: Ge, Xueren, et al.
Published: (2026)

Automated Rubrics for Reliable Evaluation of Medical Dialogue Systems
by: Chen, Yinzhu, et al.
Published: (2026)

InfiMed: Low-Resource Medical MLLMs with Advancing Understanding and Reasoning
by: Liu, Zeyu, et al.
Published: (2025)

MedHELM: Holistic Evaluation of Large Language Models for Medical Tasks
by: Bedi, Suhana, et al.
Published: (2025)

CURE-Med: Curriculum-Informed Reinforcement Learning for Multilingual Medical Reasoning
by: Onyame, Eric, et al.
Published: (2026)

MedCalc-Bench: Evaluating Large Language Models for Medical Calculations
by: Khandekar, Nikhil, et al.
Published: (2024)

MedExQA: Medical Question Answering Benchmark with Multiple Explanations
by: Kim, Yunsoo, et al.
Published: (2024)

SynthDST: Synthetic Data is All You Need for Few-Shot Dialog State Tracking
by: Kulkarni, Atharva, et al.
Published: (2024)

Not All Needles Are Found: How Fact Distribution and Don't Make It Up Prompts Shape Literal Extraction, Logical Inference, and Hallucination Risks in Long-Context LLMs
by: Ebrahimzadeh, Amirali, et al.
Published: (2026)