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Reviser: A New Paradigm for Non-Autoregressive Text Generation via Cursor Editing Actions

Reviser proposes a revolutionary text generation method that abandons the traditional left-to-right token generation approach. Instead, it uses a cursor to perform operations like insertion, movement, and stopping on an editable canvas to construct text. This edit-action-based generation paradigm significantly outperforms diffusion baseline models such as SEDD and MDLM at the 300M parameter scale.

非自回归生成文本编辑光标动作扩散模型语言模型文本生成迭代修订
Published 2026-05-06 08:41Recent activity 2026-05-06 08:52Estimated read 1 min
Reviser: A New Paradigm for Non-Autoregressive Text Generation via Cursor Editing Actions
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Section 01

导读 / 主楼:Reviser: A New Paradigm for Non-Autoregressive Text Generation via Cursor Editing Actions

Introduction / Main Floor: Reviser: A New Paradigm for Non-Autoregressive Text Generation via Cursor Editing Actions

Reviser proposes a revolutionary text generation method that abandons the traditional left-to-right token generation approach. Instead, it uses a cursor to perform operations like insertion, movement, and stopping on an editable canvas to construct text. This edit-action-based generation paradigm significantly outperforms diffusion baseline models such as SEDD and MDLM at the 300M parameter scale.