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Igea: a Decoder-Only Language Model for Biomedical Text Generation in Italian

arXiv 2407.06011 ↗First posted 8 Jul 2024cs.CL cs.AIcited by 0

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Abstract (arXiv)

The development of domain-specific language models has significantly advanced natural language processing applications in various specialized fields, particularly in biomedicine. However, the focus has largely been on English-language models, leaving a gap for less-resourced languages such as Italian. This paper introduces Igea, the first decoder-only language model designed explicitly for biomedical text generation in Italian. Built on the Minerva model and continually pretrained on a diverse corpus of Italian medical texts, Igea is available in three model sizes: 350 million, 1 billion, and 3 billion parameters. The models aim to balance computational efficiency and performance, addressing the challenges of managing the peculiarities of medical terminology in Italian. We evaluate Igea using a mix of in-domain biomedical corpora and general-purpose benchmarks, highlighting its efficacy and retention of general knowledge even after the domain-specific training. This paper discusses the model's development and evaluation, providing a foundation for future advancements in Italian biomedical NLP.

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References · 8

  1. 2020Measuring Massive Multitask Language Understandingcited by 7,963
  2. 2023Mistral 7Bcited by 3,164
  3. 2022Large Language Models Encode Clinical Knowledgecited by 1,830
  4. 2022MedMCQA : A Large-scale Multi-Subject Multi-Choice Dataset for Medical domain Question Answeringcited by 543
  5. 2023MEDITRON-70B: Scaling Medical Pretraining for Large Language Modelscited by 274
  6. 2024Capabilities of Gemini Models in Medicinecited by 237
  7. 2024BioMedLM: A 2.7B Parameter Language Model Trained On Biomedical Textcited by 86
  8. 2023LLaMAntino: LLaMA 2 Models for Effective Text Generation in Italian Languagecited by 25

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