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Li-Hua Li

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Open access Oct 2026

Fine-tuning language models for social sentiment: insights from startup user feedback

Startup growth and sustainability are heavily impacted by user comments. This research has done a comparative study between large language models (LLMs), small language models (SLMs), and traditional machine learning (ML) methods in classifying user comments on startups. The performances of bidirectional encoder repres...

Li-Hua Li, Agus Cahyo Nugroho · 0 citations

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