**Task-Conditional Flow Matching for Balanced Multilingual Text Embedding Adapta

**Task-Conditional Flow Matching for Balanced Multilingual Text Embedding Adaptation**

> Multilingual text embedding models are commonly adapted using a single training objective across diverse tasks, despite different tasks requiring fundamentally different optimization strategies. We introduce Task-Conditional Flow Matching (TCFM), a multilingual embedding adaptation framework that selectively applies Flow Matching to translation tasks while optimizing retrieval, classification, and pair-classification...

**来源信息**
- **来源**：HuggingFace Daily Papers（社区热门论文）
- **分类**：论文
- **发布时间**：2026-08-07 08:00（北京时间）
- **原文**：[打开原文](https://huggingface.co/papers/2608.05785)