---
id: 20260712-T0-07
title: "Infinity-Parser2：多模态文档解析，精准度超单任务强化学习"
title_en: "Infinity-Parser2: Multi-Task RL Boosts Document Parsing Accuracy"
url: https://ai.daily.yangsir.net/daily/20260712-T0-07
issue_date: 2026-07-12
publish_date: 2026-07-11T04:00:00.000Z
category: research
source_name: "arXiv cs.AI"
source_url: https://arxiv.org/abs/2607.07836
---

# Infinity-Parser2：多模态文档解析，精准度超单任务强化学习

新论文Infinity-Parser2提出一种多模态文档解析模型，核心创新是结合可控数据合成流水线与多任务强化学习训练。该方法解决了标注语料匮乏的问题，在端到端文档解析任务上实现了更高精度，无需人工标注大量训练数据。

## English Version

**Infinity-Parser2: Multi-Task RL Boosts Document Parsing Accuracy**

The Infinity-Parser2 paper presents a multimodal document parsing model coupling a controllable data-synthesis pipeline with multi-task reinforcement learning. It addresses the scarcity of annotated corpora, achieving high accuracy in end-to-end parsing without massive human labeling.

---

**来源**：[arXiv cs.AI](https://arxiv.org/abs/2607.07836)

**详情页**：https://ai.daily.yangsir.net/daily/20260712-T0-07

---

*智语观潮 · Daily — https://ai.daily.yangsir.net/llms.txt*