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Zi-Cheng Yan

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#artificial intelligence Preprint Sep 2026

Is Human-Readable Text Necessary for Effective LLM Fine-Tuning?

Is human readability necessary for effective fine-tuning of large language models? We investigate whether model-conditioned training representations can preserve or improve adaptation utility without requiring a human-readable textual form. We propose Desired-Update-Aligned Synthetic Data (DASA), which uses activation-...

Jin-Hao Zhang, Ze-Yu Liu, Zi-Cheng Yan et al. · 0 citations

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