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In this example, we show how to finetune the embedder with your data.
- [1. Installation](#1-Installation)
- [2. Data format](#2-Data-format)
- [Hard Negatives](#Hard-Negatives)
- [Teacher Scores](#Teacher-Scores)
- [3. Train](#3-Train)
- [(1) standard model](#(1)-standard-model)
- [(2) bge-m3](#(2)-bge-m3)
- [(3) bge-multilingual-gemma2](#(3)-bge-multilingual-gemma2)
- [(4) bge-en-icl](#(4)-bge-en-icl)
## 1. Installation
- **with pip**

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In this example, we show how to finetune the reranker with your data.
- [1. Installation](#1-Installation)
- [2. Data format](#2-Data-format)
- [Hard Negatives](#Hard-Negatives)
- [Teacher Scores](#Teacher-Scores)
- [3. Train](#3-Train)
- [(1) standard model](#(1)-standard-model)
- [(2) bge-reranker-v2-gemma](#(2)-bge-reranker-v2-gemma)
- [(3) bge-reranker-v2-layerwise-minicpm](#(3)-bge-reranker-v2-layerwise-minicpm)
## 1. Installation
- **with pip**