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

> Толық мәтін ағылшын тілінде

**Published:** 2026 ж. 30 қыркүйек
**Author:** Jinhao Zhang, Zeyu Liu, Zicheng Yan, Yunquan Zhang, Daning Cheng, Song Tang
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/kk/articles/is-human-readable-text-necessary-for-effective-llm-fine-tuning

arXiv:2609.35868v1 Announce Type: new Abstract: 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…

> Материал бастапқы дереккөзден алынған: **arXiv — cs.AI**
> [Толық мәтінді arXiv — cs.AI сайтында оқу](https://arxiv.org/abs/2609.35868)

**Тегтер:** #arXiv

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