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Hamza 2026-05-24 11:50:21 +02:00
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@ -633,13 +633,14 @@ rm /root/.flowise/vectorstore/faiss.json
### Choosing an Embedding Model
| Model | Where | Arabic | French | Darija | Code-switching |
|---|---|---|---|---|---|
| `nomic-embed-text` | Ollama | ⚠️ Partial | ✅ Good | ❌ Poor | ❌ Poor |
| `mxbai-embed-large` | Ollama | ✅ Good | ✅ Good | ⚠️ Partial | ⚠️ Partial |
| `bge-m3` | Ollama | ✅ Excellent | ✅ Excellent | ⚠️ Partial | ✅ Best local |
| `text-embedding-004` | Google API | ✅ Good | ✅ Good | ⚠️ Partial | ⚠️ Partial |
| `text-embedding-3-small` | OpenAI API | ✅ Good | ✅ Good | ⚠️ Partial | ⚠️ Partial |
| `multilingual-e5-large` | Ollama | ✅ Excellent | ✅ Excellent | ⚠️ Partial | ✅ Best local |
| ------------------------ | ---------- | ----------- | ----------- | ------ | -------------- |
| `nomic-embed-text` | Ollama | ❌ | ❌ | ❌ | ❌ |
| `mxbai-embed-large` | Ollama | ❌ | ❌ | ❌ | ❌ |
| `bge-m3` | Ollama | ✅ Excellent | ✅ Excellent | ❌ Poor | ⚠️ Partial |
| `text-embedding-004` | Google API | ✅ Good | ✅ Good | ❌ Poor | ❌ Poor |
| `text-embedding-3-small` | OpenAI API | ✅ Good | ✅ Good | ❌ Poor | ❌ Poor |
| `multilingual-e5-large` | Ollama | ✅ Good | ✅ Good | ❌ Poor | ⚠️ Partial |
**Recommendation:** Switch to `bge-m3` for the best multilingual retrieval without any API cost: