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Co-authored-by: Hongzhao Chen <HanselZz@users.noreply.huggingface.co>

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+ ---
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+ language:
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+ - zh
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+ license: apache-2.0
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+ task_categories:
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+ - automatic-speech-recognition
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+ viewer: true
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+ dataset_info:
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+ - config_name: User
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+ configs:
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+ - config_name: User
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+ data_files:
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+ - split: train
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+ path: User/train/*
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+ - split: eval
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+ - config_name: Agent
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+ data_files:
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+ - split: train
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+ path: Agent/train/*
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+ - split: eval
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+ path: Agent/eval/*
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+ tags:
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+ - medical
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+ - healthcare
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+ size_categories:
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+ - 1K<n<10K
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+ ---
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+
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+ ## MMedFD: A Real-World Healthcare Benchmark for Multi-Turn Full-Duplex Automatic Speech Recognition
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+
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+ ### 📄 **Preprint**: [MMedFD](https://arxiv.org/abs/2509.19817) — For the complete benchmark construction pipeline, evaluation methodology, dataset specifications, and additional implementation details, please refer to the preprint.
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+
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+
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+ ### ⚠️Data Availability
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+ Full access requires internal approval and a research-only data use agreement.
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+ 🚫 Non-Commercial Use
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+ This dataset is provided **for non-commercial research and education only**. **Commercial use is prohibited.**
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+ Researchers who wish to request full access may contact yangxiao.wxy@antgroup.com with a brief description of their affiliation, project goals, intended use, and data protection plan. Only de-identified data may be shared, and redistribution is prohibited.
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+
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+ ## 🗂️ Data Release & Access
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+
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+ - **Public release (partial subset)**: We release **only a portion of the data used for this benchmark’s training and evaluation**. This Lite subset **differs in amount and coverage** from our internal full dataset and is **not** a drop-in replacement for the complete data.
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+ - **What’s included**: A **reduced selection** of dialogues/audio/text sufficient to reproduce the reported benchmark protocol at a smaller scale.
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+ - **Not included**: Additional sessions, higher-fidelity artifacts, and full validation/test coverage remain internal.
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+
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+ ## 🔒 Privacy, Safety & Redaction
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+
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+ - **Privacy-preserving audio**: To protect speaker privacy, all audio has been **re-synthesized via TTS** (privacy-preserving re-encoding). This process **obfuscates speaker identity and acoustic biomarkers** while preserving task-relevant linguistic content for modeling.
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+ - **Real-world dialogs**: The **dialogue content originates from real-world collections**. However, **sensitive spans** (e.g., direct identifiers, highly specific personal details) are **automatically redacted by an LLM-based filter** before release.
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+ - **Residual risk**: Despite these protections, **re-identification attempts are prohibited**. Please do not try to recover original identities or link samples to outside sources.
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+
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+
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+ ## 📑 How to Cite
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+
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+ If this code or our benchmark is useful for your research, please consider citing our paper:
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+ ```bibtex
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+ @misc{chen2025mmedfdrealworldhealthcarebenchmark,
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+ title={MMedFD: A Real-world Healthcare Benchmark for Multi-turn Full-Duplex Automatic Speech Recognition},
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+ author={Hongzhao Chen and XiaoYang Wang and Jing Lan and Hexiao Ding and Yufeng Jiang and MingHui Yang and DanHui Xu and Jun Luo and Nga-Chun Ng and Gerald W. Y. Cheng and Yunlin Mao and Jung Sun Yoo},
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+ year={2025},
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+ eprint={2509.19817},
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+ archivePrefix={arXiv},
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+ primaryClass={eess.AS},
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+ url={https://arxiv.org/abs/2509.19817},
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+ }
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+ ```
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