@proceedings{nlp-ai4health-ws-2025-main,
    title = "NLP-AI4Health",
    editor = "Zechariah, Arun  and
      Krishna S, Balu  and
      Misra Sharma, Dipti  and
      Mary Thomas, Hannah  and
      Mammen, Joy  and
      Krishnamurthy, Parameswari  and
      Mujadia, Vandan",
    month = dec,
    year = "2025",
    address = "Mumbai, India",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.nlpai4health-main.0/",
    doi = "10.18653/v1/2025.nlpai4health-main.0",
    ISBN = "979-8-89176-315-9"
}
@inproceedings{channe-2025-enhancing,
    title = "Enhancing Patient-Centric Healthcare Communication Through Multimodal Emotion Recognition: A Transformer-Based Framework for Clinical Decision Support",
    author = "Channe, Vineet",
    editor = "Zechariah, Arun  and
      Krishna S, Balu  and
      Misra Sharma, Dipti  and
      Mary Thomas, Hannah  and
      Mammen, Joy  and
      Krishnamurthy, Parameswari  and
      Mujadia, Vandan",
    booktitle = "NLP-AI4Health",
    month = dec,
    year = "2025",
    address = "Mumbai, India",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.nlpai4health-main.1/",
    doi = "10.18653/v1/2025.nlpai4health-main.1",
    pages = "1--8",
    ISBN = "979-8-89176-315-9"
}
@inproceedings{khan-bhattacharyya-2025-mod,
    title = "{MOD}-{KG}: {M}ulti{O}rgan Diagnosis Knowledge Graph",
    author = "Khan, Anas Anwarul Haq  and
      Bhattacharyya, Pushpak",
    editor = "Zechariah, Arun  and
      Krishna S, Balu  and
      Misra Sharma, Dipti  and
      Mary Thomas, Hannah  and
      Mammen, Joy  and
      Krishnamurthy, Parameswari  and
      Mujadia, Vandan",
    booktitle = "NLP-AI4Health",
    month = dec,
    year = "2025",
    address = "Mumbai, India",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.nlpai4health-main.2/",
    doi = "10.18653/v1/2025.nlpai4health-main.2",
    pages = "9--15",
    ISBN = "979-8-89176-315-9"
}
@inproceedings{kandala-etal-2025-cross,
    title = "Cross-Lingual Mental Health Ontologies for {I}ndian Languages: Bridging Patient Expression and Clinical Understanding through Explainable {AI} and Human-in-the-Loop Validation",
    author = "Kandala, Ananth  and
      Kandala, Ratna  and
      Moharir, Akshata Kishore  and
      Manchanda, Niva  and
      Rathod, Sunaina Singh",
    editor = "Zechariah, Arun  and
      Krishna S, Balu  and
      Misra Sharma, Dipti  and
      Mary Thomas, Hannah  and
      Mammen, Joy  and
      Krishnamurthy, Parameswari  and
      Mujadia, Vandan",
    booktitle = "NLP-AI4Health",
    month = dec,
    year = "2025",
    address = "Mumbai, India",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.nlpai4health-main.3/",
    doi = "10.18653/v1/2025.nlpai4health-main.3",
    pages = "16--24",
    ISBN = "979-8-89176-315-9"
}
@inproceedings{katki-etal-2025-automated,
    title = "Automated Coding of Counsellor and Client Behaviours in Motivational Interviewing Transcripts: Validation and Application",
    author = "Ali, Soliman  and
      Zhu, Jiading  and
      Guo, Alex  and
      Ye, Xiao Nan  and
      Gu, Qilin  and
      Wolff, Jodi  and
      Cooper, Carolynne  and
      Melamed, Osnat C.  and
      Selby, Peter  and
      Rose, Jonathan",
    editor = "Zechariah, Arun  and
      Krishna S, Balu  and
      Misra Sharma, Dipti  and
      Mary Thomas, Hannah  and
      Mammen, Joy  and
      Krishnamurthy, Parameswari  and
      Mujadia, Vandan",
    booktitle = "NLP-AI4Health",
    month = dec,
    year = "2025",
    address = "Mumbai, India",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.nlpai4health-main.4/",
    doi = "10.18653/v1/2025.nlpai4health-main.4",
    pages = "25--54",
    ISBN = "979-8-89176-315-9"
}
@inproceedings{zechariah-etal-2025-patient,
    title = "Patient-Centric Question Answering- Overview of the Shared Task at the Second Workshop on {NLP} and {AI} for Multilingual and Healthcare Communication",
    author = "Zechariah, Arun  and
      Krishna, Balu  and
      Mary Thomas, Hannah  and
      Mammen, Joy  and
      Misra Sharma, Dipti  and
      Krishnamurthy, Parameswari  and
      Mujadia, Vandan  and
      Dasari, Priyanka  and
      Arjunaswamy, Vishnuraj",
    editor = "Zechariah, Arun  and
      Krishna S, Balu  and
      Misra Sharma, Dipti  and
      Mary Thomas, Hannah  and
      Mammen, Joy  and
      Krishnamurthy, Parameswari  and
      Mujadia, Vandan",
    booktitle = "NLP-AI4Health",
    month = dec,
    year = "2025",
    address = "Mumbai, India",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.nlpai4health-main.5/",
    doi = "10.18653/v1/2025.nlpai4health-main.5",
    pages = "55--68",
    ISBN = "979-8-89176-315-9"
}
@inproceedings{zaid-etal-2025-multilingual,
    title = "Multilingual Clinical Dialogue Summarization and Information Extraction with Qwen-1.5{B} {L}o{RA}",
    author = "Zaid, Kunwar  and
      Sangroya, Amit  and
      Khatri, Jyotsana",
    editor = "Zechariah, Arun  and
      Krishna S, Balu  and
      Misra Sharma, Dipti  and
      Mary Thomas, Hannah  and
      Mammen, Joy  and
      Krishnamurthy, Parameswari  and
      Mujadia, Vandan",
    booktitle = "NLP-AI4Health",
    month = dec,
    year = "2025",
    address = "Mumbai, India",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.nlpai4health-main.6/",
    doi = "10.18653/v1/2025.nlpai4health-main.6",
    pages = "69--74",
    ISBN = "979-8-89176-315-9"
}
@inproceedings{shinde-etal-2025-patient,
    title = "Patient-Centric Multilingual Question Answering and Summary Generation for Head and Neck Cancer and Blood Donation",
    author = "Shinde, Amol  and
      Chitte, Saloni  and
      Pimpale, Prakash B.",
    editor = "Zechariah, Arun  and
      Krishna S, Balu  and
      Misra Sharma, Dipti  and
      Mary Thomas, Hannah  and
      Mammen, Joy  and
      Krishnamurthy, Parameswari  and
      Mujadia, Vandan",
    booktitle = "NLP-AI4Health",
    month = dec,
    year = "2025",
    address = "Mumbai, India",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.nlpai4health-main.7/",
    doi = "10.18653/v1/2025.nlpai4health-main.7",
    pages = "75--79",
    ISBN = "979-8-89176-315-9"
}
@inproceedings{kumar-etal-2025-saha,
    title = "{SAHA}: Samvad {AI} for Healthcare Assistance",
    author = "Kumar, Aditya  and
      Nayak, Rakesh Kumar  and
      Naik, Janhavi  and
      Kumar, Ritesh  and
      Bhatia, Dhiraj  and
      Agarwal, Shreya",
    editor = "Zechariah, Arun  and
      Krishna S, Balu  and
      Misra Sharma, Dipti  and
      Mary Thomas, Hannah  and
      Mammen, Joy  and
      Krishnamurthy, Parameswari  and
      Mujadia, Vandan",
    booktitle = "NLP-AI4Health",
    month = dec,
    year = "2025",
    address = "Mumbai, India",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.nlpai4health-main.8/",
    doi = "10.18653/v1/2025.nlpai4health-main.8",
    pages = "80--85",
    ISBN = "979-8-89176-315-9"
}
@inproceedings{ulli-mondal-2025-medqwen,
    title = "{M}ed{Q}wen-{PE}: Medical Qwen for Parameter-Efficient Multilingual Patient-Centric Summarization, Question Answering and Information Extraction",
    author = "Ulli, Vinay Babu  and
      Mondal, Anindita",
    editor = "Zechariah, Arun  and
      Krishna S, Balu  and
      Misra Sharma, Dipti  and
      Mary Thomas, Hannah  and
      Mammen, Joy  and
      Krishnamurthy, Parameswari  and
      Mujadia, Vandan",
    booktitle = "NLP-AI4Health",
    month = dec,
    year = "2025",
    address = "Mumbai, India",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.nlpai4health-main.9/",
    doi = "10.18653/v1/2025.nlpai4health-main.9",
    pages = "86--92",
    ISBN = "979-8-89176-315-9"
}
@inproceedings{roy-das-2025-nlp4health,
    title = "{NLP}4{H}ealth: Multilingual Clinical Dialogue Summarization and {QA} with m{T}5 and {L}o{RA}",
    author = "Roy, Moutushi  and
      Das, Dipankar",
    editor = "Zechariah, Arun  and
      Krishna S, Balu  and
      Misra Sharma, Dipti  and
      Mary Thomas, Hannah  and
      Mammen, Joy  and
      Krishnamurthy, Parameswari  and
      Mujadia, Vandan",
    booktitle = "NLP-AI4Health",
    month = dec,
    year = "2025",
    address = "Mumbai, India",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.nlpai4health-main.10/",
    doi = "10.18653/v1/2025.nlpai4health-main.10",
    pages = "93--97",
    ISBN = "979-8-89176-315-9"
}