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New system rewrites AI text to match user's style using small models

Researchers have developed a system called InMyStyle that adapts small language models to rewrite AI-edited text according to a user's unique writing style. This system fine-tunes LoRA adapters on models ranging from 0.5B to 7B parameters, using a user's documents to generate paired training examples. Evaluations indicate that smaller models are sufficient for this rewriting task, with performance plateauing across different sizes. Further analysis showed that InMyStyle outputs were perceived as less AI-generated compared to the initial helper-AI inputs, with this perception improving as model size increased. AI

IMPACT Enables personalized AI writing assistants that better mimic individual user styles.

RANK_REASON Academic paper detailing a new method for text style rewriting. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.AI →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

New system rewrites AI text to match user's style using small models

COVERAGE [1]

  1. arXiv cs.AI TIER_1 English(EN) · Antorweep Chakravorty ·

    Small Is Enough: Per-User Style Rewriting of AI-Edited Text via LoRA Adapters

    arXiv:2607.29238v1 Announce Type: cross Abstract: InMyStyle is a privacy first, single user system that adapts small language models to rewrite AI-edited text towards an individual user's writing style without an instruction prompt at inference. Given a user's documents, it uses …