---
id: 20260818-T0-05
title: "Think in Latent：新框架让潜空间推理可解释"
title_en: "'Think in Latent' Framework Makes Latent Reasoning Self-Explainable"
url: https://ai.daily.yangsir.net/daily/20260818-T0-05
issue_date: 2026-08-18
publish_date: 2026-08-17T04:00:00.000Z
category: research
source_name: "arXiv cs.CL (NLP)"
source_url: https://arxiv.org/abs/2608.13570
---

# Think in Latent：新框架让潜空间推理可解释

arXiv新论文提出Self-Explainable Latent Reasoning框架，解决潜空间推理的可解释性问题。潜空间推理通过将推理压缩为紧凑的嵌入向量来提升计算效率，但牺牲了可解释性。该框架在保持效率优势的同时，将潜空间推理的中间步骤转化为自然语言解释，让用户能理解模型的推理过程。

## English Version

**'Think in Latent' Framework Makes Latent Reasoning Self-Explainable**

A new arXiv paper proposes the Self-Explainable Latent Reasoning framework to address interpretability issues in latent reasoning. Latent reasoning improves computational efficiency by compressing reasoning into compact embeddings but sacrifices explainability. This framework maintains the efficiency advantage while converting latent reasoning intermediate steps into natural language explanations, enabling users to understand the model's reasoning process.

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**来源**：[arXiv cs.CL (NLP)](https://arxiv.org/abs/2608.13570)

**详情页**：https://ai.daily.yangsir.net/daily/20260818-T0-05

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