@proceedings{nlp4musa-2026-1,
    title = "Proceedings of the 4th Workshop on {NLP} for Music and Audio ({NLP}4{M}us{A} 2026)",
    editor = "Epure, Elena V.  and
      Oramas, Sergio  and
      Doh, SeungHeon  and
      Ramoneda, Pedro  and
      Kruspe, Anna  and
      Sordo, Mohamed",
    month = mar,
    year = "2026",
    address = "Rabat, Morocco",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4musa-1.0/",
    doi = "10.18653/v1/2026.nlp4musa-1.0",
    ISBN = "979-8-89176-369-2"
}
@inproceedings{denecke-2026-novice,
    title = "From Novice to Expert: Generating Audience-Dependent Concert Moderations with {RAG}-{LLM}s",
    author = "Denecke, Kerstin",
    editor = "Epure, Elena V.  and
      Oramas, Sergio  and
      Doh, SeungHeon  and
      Ramoneda, Pedro  and
      Kruspe, Anna  and
      Sordo, Mohamed",
    booktitle = "Proceedings of the 4th Workshop on {NLP} for Music and Audio ({NLP}4{M}us{A} 2026)",
    month = mar,
    year = "2026",
    address = "Rabat, Morocco",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4musa-1.1/",
    doi = "10.18653/v1/2026.nlp4musa-1.1",
    pages = "1--6",
    ISBN = "979-8-89176-369-2"
}
@inproceedings{prokopiou-etal-2026-labelbuddy,
    title = "{L}abel{B}uddy: An Open Source Music and Audio Language Annotation Tagging Tool Using {AI} Assistance",
    author = "Prokopiou, Ioannis  and
      Sina, Ioannis  and
      Kounelis, Agisilaos  and
      Vikatos, Pantelis  and
      Stafylakis, Themos",
    editor = "Epure, Elena V.  and
      Oramas, Sergio  and
      Doh, SeungHeon  and
      Ramoneda, Pedro  and
      Kruspe, Anna  and
      Sordo, Mohamed",
    booktitle = "Proceedings of the 4th Workshop on {NLP} for Music and Audio ({NLP}4{M}us{A} 2026)",
    month = mar,
    year = "2026",
    address = "Rabat, Morocco",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4musa-1.2/",
    doi = "10.18653/v1/2026.nlp4musa-1.2",
    pages = "7--12",
    ISBN = "979-8-89176-369-2"
}
@inproceedings{jensen-etal-2026-stochastic,
    title = "Stochastic Parrots or True Virtuosos? Digging Deeper Into the Audio-Video Understanding of {AVQA} Models",
    author = "Jensen, Sara Pernille  and
      Innset Hurum, Hallvard  and
      Christodoulou, Anna-Maria",
    editor = "Epure, Elena V.  and
      Oramas, Sergio  and
      Doh, SeungHeon  and
      Ramoneda, Pedro  and
      Kruspe, Anna  and
      Sordo, Mohamed",
    booktitle = "Proceedings of the 4th Workshop on {NLP} for Music and Audio ({NLP}4{M}us{A} 2026)",
    month = mar,
    year = "2026",
    address = "Rabat, Morocco",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4musa-1.3/",
    doi = "10.18653/v1/2026.nlp4musa-1.3",
    pages = "13--19",
    ISBN = "979-8-89176-369-2"
}
@inproceedings{baranes-etal-2026-beyond,
    title = "Beyond Musical Descriptors: Extracting Preference-Bearing Intent in Music Queries",
    author = "Baranes, Marion  and
      Hennequin, Romain  and
      Epure, Elena V.",
    editor = "Epure, Elena V.  and
      Oramas, Sergio  and
      Doh, SeungHeon  and
      Ramoneda, Pedro  and
      Kruspe, Anna  and
      Sordo, Mohamed",
    booktitle = "Proceedings of the 4th Workshop on {NLP} for Music and Audio ({NLP}4{M}us{A} 2026)",
    month = mar,
    year = "2026",
    address = "Rabat, Morocco",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4musa-1.4/",
    doi = "10.18653/v1/2026.nlp4musa-1.4",
    pages = "20--26",
    ISBN = "979-8-89176-369-2"
}
@inproceedings{kumar-etal-2026-far,
    title = "How Far Can Pretrained {LLM}s Go in Symbolic Music? Controlled Comparisons of Supervised and Preference-based Adaptation",
    author = "Kumar, Deepak  and
      Karystinaios, Emmanouil  and
      Widmer, Gerhard  and
      Schedl, Markus",
    editor = "Epure, Elena V.  and
      Oramas, Sergio  and
      Doh, SeungHeon  and
      Ramoneda, Pedro  and
      Kruspe, Anna  and
      Sordo, Mohamed",
    booktitle = "Proceedings of the 4th Workshop on {NLP} for Music and Audio ({NLP}4{M}us{A} 2026)",
    month = mar,
    year = "2026",
    address = "Rabat, Morocco",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4musa-1.5/",
    doi = "10.18653/v1/2026.nlp4musa-1.5",
    pages = "27--32",
    ISBN = "979-8-89176-369-2"
}
@inproceedings{au-2026-midi,
    title = "{MIDI}-{PHOR}: Multi-View Distillation for Music Understanding and Captioning",
    author = "Au, Steven",
    editor = "Epure, Elena V.  and
      Oramas, Sergio  and
      Doh, SeungHeon  and
      Ramoneda, Pedro  and
      Kruspe, Anna  and
      Sordo, Mohamed",
    booktitle = "Proceedings of the 4th Workshop on {NLP} for Music and Audio ({NLP}4{M}us{A} 2026)",
    month = mar,
    year = "2026",
    address = "Rabat, Morocco",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4musa-1.6/",
    doi = "10.18653/v1/2026.nlp4musa-1.6",
    pages = "33--43",
    ISBN = "979-8-89176-369-2"
}
@inproceedings{hausberger-etal-2026-read,
    title = "Read Between the Tracks: Exploring {LLM}-driven Intent-based Music Recommendations",
    author = "Hausberger, Anna  and
      J{\'o}s{\'a}r, Petra  and
      Schedl, Markus",
    editor = "Epure, Elena V.  and
      Oramas, Sergio  and
      Doh, SeungHeon  and
      Ramoneda, Pedro  and
      Kruspe, Anna  and
      Sordo, Mohamed",
    booktitle = "Proceedings of the 4th Workshop on {NLP} for Music and Audio ({NLP}4{M}us{A} 2026)",
    month = mar,
    year = "2026",
    address = "Rabat, Morocco",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4musa-1.7/",
    doi = "10.18653/v1/2026.nlp4musa-1.7",
    pages = "44--50",
    ISBN = "979-8-89176-369-2"
}
@inproceedings{buzaev-etal-2026-learning,
    title = "Learning When to Personalize: {LLM} Based Playlist Generation via Query Taxonomy and Classification",
    author = "Buzaev, Fedor  and
      Sukharev, Ivan  and
      Mullahmetov, Rinat  and
      Bogachev, Roman  and
      Sedunov, Ilya  and
      Pavlovich, Oleg  and
      Pugacheva, Daria",
    editor = "Epure, Elena V.  and
      Oramas, Sergio  and
      Doh, SeungHeon  and
      Ramoneda, Pedro  and
      Kruspe, Anna  and
      Sordo, Mohamed",
    booktitle = "Proceedings of the 4th Workshop on {NLP} for Music and Audio ({NLP}4{M}us{A} 2026)",
    month = mar,
    year = "2026",
    address = "Rabat, Morocco",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4musa-1.8/",
    doi = "10.18653/v1/2026.nlp4musa-1.8",
    pages = "51--57",
    ISBN = "979-8-89176-369-2"
}
@inproceedings{weck-etal-2026-hummusqa,
    title = "{H}um{M}us{QA}: A Human-written Music Understanding {QA} Benchmark Dataset",
    author = "Weck, Benno  and
      Puentes, Pablo  and
      Poltronieri, Andrea  and
      Prabhu, Satyajeet  and
      Bogdanov, Dmitry",
    editor = "Epure, Elena V.  and
      Oramas, Sergio  and
      Doh, SeungHeon  and
      Ramoneda, Pedro  and
      Kruspe, Anna  and
      Sordo, Mohamed",
    booktitle = "Proceedings of the 4th Workshop on {NLP} for Music and Audio ({NLP}4{M}us{A} 2026)",
    month = mar,
    year = "2026",
    address = "Rabat, Morocco",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.nlp4musa-1.9/",
    doi = "10.18653/v1/2026.nlp4musa-1.9",
    pages = "58--67",
    ISBN = "979-8-89176-369-2"
}