From ab36da919e4794dc38b83b009bffe3491b234209 Mon Sep 17 00:00:00 2001
From: Tom Aarsen <Cubiegamedev@gmail.com>
Date: Wed, 15 Jan 2025 13:10:20 +0100
Subject: [PATCH] Update the ToC

---
 static-embeddings.md | 89 +++++++++++++++++++++++---------------------
 1 file changed, 46 insertions(+), 43 deletions(-)

diff --git a/static-embeddings.md b/static-embeddings.md
index 366a329859..944b02e288 100644
--- a/static-embeddings.md
+++ b/static-embeddings.md
@@ -79,49 +79,52 @@ print(similarities)
 
 ## Table of Contents
 
-* [TL;DR](#tl-dr)
-* [Table of Contents](#table-of-contents)
-* [What are Embeddings?](#what-are-embeddings)
-  + [Modern Embeddings](#modern-embeddings)
-  + [Static Embeddings](#static-embeddings)
-* [Training Details](#training-details)
-  + [Training Requirements](#training-requirements)
-  + [Model Inspiration](#model-inspiration)
-  + [Training Dataset Selection](#training-dataset-selection)
-    - [English Retrieval](#english-retrieval)
-    - [Multilingual Similarity](#multilingual-similarity)
-    - [Code](#code)
-  + [Loss Function Selection](#loss-function-selection)
-    - [Code](#code-1)
-    - [Matryoshka Representation Learning](#matryoshka-representation-learning)
-      * [Code](#code-2)
-  + [Training Arguments Selection](#training-arguments-selection)
-    - [Code](#code-3)
-  + [Evaluator Selection](#evaluator-selection)
-    - [Code](#code-4)
-  + [Hardware Details](#hardware-details)
-  + [Overall Training Scripts](#overall-training-scripts)
-    - [English Retrieval](#english-retrieval-1)
-    - [Multilingual Similarity](#multilingual-similarity-1)
-* [Usage](#usage)
-  + [English Retrieval](#english-retrieval-2)
-  + [Multilingual Similarity](#multilingual-similarity-2)
-  + [Matryoshka Dimensionality Truncation](#matryoshka-dimensionality-truncation)
-  + [Third Party libraries](#third-party-libraries)
-    - [LangChain](#langchain)
-    - [LlamaIndex](#llamaindex)
-    - [Haystack](#haystack)
-    - [txtai](#txtai)
-* [Performance](#performance)
-  + [English Retrieval](#english-retrieval-3)
-    - [NanoBEIR](#nanobeir)
-      * [GPU](#gpu)
-      * [CPU](#cpu)
-    - [Matryoshka Evaluation](#matryoshka-evaluation)
-  + [Multilingual Similarity](#multilingual-similarity-3)
-    - [Matryoshka Evaluation](#matryoshka-evaluation-1)
-* [Conclusion](#conclusion)
-* [Next Steps](#next-steps)
+- [TL;DR](#tl-dr)
+- [Table of Contents](#table-of-contents)
+- [What are Embeddings?](#what-are-embeddings)
+  * [Modern Embeddings](#modern-embeddings)
+  * [Static Embeddings](#static-embeddings)
+- [Our Method](#our-method)
+- [Training Details](#training-details)
+  * [Training Requirements](#training-requirements)
+  * [Model Inspiration](#model-inspiration)
+    + [English Retrieval](#english-retrieval)
+    + [Multilingual Similarity](#multilingual-similarity)
+  * [Training Dataset Selection](#training-dataset-selection)
+    + [English Retrieval](#english-retrieval-1)
+    + [Multilingual Similarity](#multilingual-similarity-1)
+    + [Code](#code)
+  * [Loss Function Selection](#loss-function-selection)
+    + [Code](#code-1)
+    + [Matryoshka Representation Learning](#matryoshka-representation-learning)
+      - [Code](#code-2)
+  * [Training Arguments Selection](#training-arguments-selection)
+    + [Code](#code-3)
+  * [Evaluator Selection](#evaluator-selection)
+    + [Code](#code-4)
+  * [Hardware Details](#hardware-details)
+  * [Overall Training Scripts](#overall-training-scripts)
+    + [English Retrieval](#english-retrieval-2)
+    + [Multilingual Similarity](#multilingual-similarity-2)
+- [Usage](#usage)
+  * [English Retrieval](#english-retrieval-3)
+  * [Multilingual Similarity](#multilingual-similarity-3)
+  * [Matryoshka Dimensionality Truncation](#matryoshka-dimensionality-truncation)
+  * [Third Party libraries](#third-party-libraries)
+    + [LangChain](#langchain)
+    + [LlamaIndex](#llamaindex)
+    + [Haystack](#haystack)
+      - [txtai](#txtai)
+- [Performance](#performance)
+  * [English Retrieval](#english-retrieval-4)
+    + [NanoBEIR](#nanobeir)
+      - [GPU](#gpu)
+      - [CPU](#cpu)
+    + [Matryoshka Evaluation](#matryoshka-evaluation)
+  * [Multilingual Similarity](#multilingual-similarity-4)
+    + [Matryoshka Evaluation](#matryoshka-evaluation-1)
+- [Conclusion](#conclusion)
+- [Next Steps](#next-steps)
 
 ## What are Embeddings?