update readme
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@@ -461,9 +461,9 @@ Here is a detailed documentation of the classes in the package and how to use th
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| Sub-section | Description |
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| Sub-section | Description |
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| [Loading Google AI's/OpenAI's pre-trained weigths](#Loading-Google-AI-or-OpenAI-pre-trained-weigths-and-PyTorch-dump) | How to load Google AI/OpenAI's pre-trained weight or a PyTorch saved instance |
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| [Loading Google AI's/OpenAI's pre-trained weigths](#Loading-Google-AI-or-OpenAI-pre-trained-weigths-and-PyTorch-dump) | How to load Google AI/OpenAI's pre-trained weight or a PyTorch saved instance |
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| [PyTorch models](#PyTorch-models) | API of the eight PyTorch model classes: `BertModel`, `BertForMaskedLM`, `BertForNextSentencePrediction`, `BertForPreTraining`, `BertForSequenceClassification`, `BertForMultipleChoice` or `BertForQuestionAnswering` |
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| [PyTorch models](#PyTorch-models) | API of the BERT, GPT, GPT-2 and Transformer-XL PyTorch model classes |
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| [Tokenizer: `BertTokenizer`](#Tokenizer-BertTokenizer) | API of the `BertTokenizer` class|
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| [Tokenizers](#tokenizers) | API of the tokenizers class for BERT, GPT, GPT-2 and Transformer-XL|
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| [Optimizer: `BertAdam`](#Optimizer-BertAdam) | API of the `BertAdam` class |
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| [Optimizers](#optimizerss) | API of the optimizers |
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### Loading Google AI or OpenAI pre-trained weigths or PyTorch dump
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### Loading Google AI or OpenAI pre-trained weigths or PyTorch dump
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