Сравнительный анализ архитектур диалоговых систем для медицинской предметной области

Гофуржонов, Мухаммадали, Бурханова , Айгуль

Innovation science and technologiy · 2025-yil

Annotatsiya

В статье проводится сравнительный анализ двух архитектур диалоговых систем: rule-based и retrievalbased,на основе датасета MedQuad, содержащего 16 407 медицинских вопросов и ответов. Эксперименты былипроведены по 16 категориям медицинских вопросов. Результаты показывают, что подход retrieval-based значительнопревосходит rule-based по точности (98.6% против 40.9%) и F1-score (98.7% против 38.9%), демонстрируя высокуюэффективность в обработке медицинских диалогов. Rule-based система, несмотря на высокую скорость работы,показала ограниченную применимость из-за низкой точности распознавания специализированных медицинскихкатегорий.

DOI: 10.5281/zenodo.17697167 · Maqolaning asl sahifasi

Kalit so‘zlar

диалоговые системы, медицинская NLP, rule-based, retrieval-based, классификация вопросов, MedQuad.

Iqtibos keltirish

@article{article2025,
  title = {СРАВНИТЕЛЬНЫЙ АНАЛИЗ АРХИТЕКТУР ДИАЛОГОВЫХ СИСТЕМ ДЛЯ МЕДИЦИНСКОЙ ПРЕДМЕТНОЙ ОБЛАСТИ},
  author = {Гофуржонов, Мухаммадали and Бурханова , Айгуль},
  journal = {Innovation science and technologiy},
  year = {2025},
  volume = {1},
  number = {11},
  doi = {10.5281/zenodo.17697167},
  url = {https://doi.org/10.5281/zenodo.17697167}
}

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