From 9cbf06c9c8a81d123c410124246e8f293ba468c5 Mon Sep 17 00:00:00 2001 From: Hamza Date: Sun, 24 May 2026 11:50:21 +0200 Subject: [PATCH] Update README.md --- README.md | 17 +++++++++-------- 1 file changed, 9 insertions(+), 8 deletions(-) diff --git a/README.md b/README.md index bb848ae..f9cd1c7 100644 --- a/README.md +++ b/README.md @@ -632,14 +632,15 @@ 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 | +| Model | Where | Arabic | French | Darija | Code-switching | +| ------------------------ | ---------- | ----------- | ----------- | ------ | -------------- | +| `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: