Author

Aline Paes

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#small language model Oct 2026

Textbook-Enriched Training for Language Models: Boosting Answer Quality in Specialized Contexts

The use of textbooks as primary sources of information has increasingly given way to tools based on Large Language Models (LLMs), raising concerns about the reliability of generated answers. This study investigates how different adaptation strategies shape the behavior of small language models in educational Question A...

Lucas B. Bulcão Mota, Larrissa Dantas, Daniela Barreiro Claro et al. · 0 citations

#large language models Oct 2026

Classical Tricks for Better Topics: Can Traditional Text Mining Techniques Improve Generative Topic Modeling?

Topic modeling is widely used to discover and organize latent themes in large text collections. While recent embedding-based methods have improved topic discovery by leveraging dense semantic representations, they typically represent topics as lists of keywords, often providing limited insights into the underlying them...

Isis Meira, Isabella Leite, Gabriel Assis et al. · 0 citations