diff --git a/README.md b/README.md
index 85c990c1..627bae0f 100644
--- a/README.md
+++ b/README.md
@@ -461,12 +461,12 @@ Here is a detailed documentation of the classes in the package and how to use th
 
 | Sub-section | Description |
 |-|-|
-| [Loading Google AI's/OpenAI's pre-trained weigths](#loading-google-ai-or-openai-pre-trained-weigths-or-pytorch-dump) | How to load Google AI/OpenAI's pre-trained weight or a PyTorch saved instance |
+| [Loading Google AI's/OpenAI's pre-trained weights](#loading-google-ai-or-openai-pre-trained-weights-or-pytorch-dump) | How to load Google AI/OpenAI's pre-trained weight or a PyTorch saved instance |
 | [PyTorch models](#PyTorch-models) | API of the BERT, GPT, GPT-2 and Transformer-XL PyTorch model classes |
 | [Tokenizers](#tokenizers) | API of the tokenizers class for BERT, GPT, GPT-2 and Transformer-XL|
 | [Optimizers](#optimizerss) |  API of the optimizers |
 
-### Loading Google AI or OpenAI pre-trained weigths or PyTorch dump
+### Loading Google AI or OpenAI pre-trained weights or PyTorch dump
 
 To load one of Google AI's, OpenAI's pre-trained models or a PyTorch saved model (an instance of `BertForPreTraining` saved with `torch.save()`), the PyTorch model classes and the tokenizer can be instantiated as