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The University of Melbourne
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Metaphorical framing isn't just about the broad source domain (like "ANIMALs"), but the specific semantic frames *within* that domain, revealing how subtle linguistic choices shape understanding of complex issues like climate change and immigration.
LLMs struggle to reliably control the distribution of attributes like gender and race in multi-round generation, but a novel fine-tuning approach can precisely steer these distributions.
The way a news article is framed doesn't just change *what* people say in the comments, it changes *how constructively* they say it.