Merge branch 'transformers2' of https://github.com/microsoft/nlp into…

… kehuan-transformers

examples/text_classification/README.md

@@ -18,10 +18,9 @@ The following summarizes each notebook for Text Classification. Each notebook pr
 
 |Notebook|Environment|Description|Dataset|
 |---|---|---|---|
-|[BERT for text classification with MNLI](tc_mnli_bert.ipynb)|Local| A notebook which walks through fine-tuning and evaluating a pre-trained BERT model on a subset of the MultiNLI dataset|[MultiNLI](https://www.nyu.edu/projects/bowman/multinli/)|
 |[BERT for text classification on AzureML](tc_bert_azureml.ipynb) |Azure ML|A notebook which walks through fine-tuning and evaluating pre-trained BERT model on a distributed setup with AzureML. |[MultiNLI](https://www.nyu.edu/projects/bowman/multinli/)|
 |[XLNet for text classification with MNLI](tc_mnli_xlnet.ipynb)|Local| A notebook which walks through fine-tuning and evaluating a pre-trained XLNet model on a subset of the MultiNLI dataset|[MultiNLI](https://www.nyu.edu/projects/bowman/multinli/)|
 |[BERT for text classification of Hindi BBC News](tc_bbc_bert_hi.ipynb)|Local| A notebook which walks through fine-tuning and evaluating a pre-trained BERT model on Hindi BBC news data|[BBC Hindi News](https://github.com/NirantK/hindi2vec/releases/tag/bbc-hindi-v0.1)|
 |[BERT for text classification of Arabic News](tc_dac_bert_ar.ipynb)|Local| A notebook which walks through fine-tuning and evaluating a pre-trained BERT model on Arabic news articles|[DAC](https://data.mendeley.com/datasets/v524p5dhpj/2)|
-|[Text Classification of MultiNLI Sentences using Different Transformer Models](tc_mnli_transformers.ipynb)|Local| A notebook which walks through fine-tuning and evaluating a number of pre-trained transformer models|[MultiNLI](https://www.nyu.edu/projects/bowman/multinli/)|
+|[Text Classification of MultiNLI Sentences using Multiple Transformer Models](tc_mnli_transformers.ipynb)|Local| A notebook which walks through fine-tuning and evaluating a number of pre-trained transformer models|[MultiNLI](https://www.nyu.edu/projects/bowman/multinli/)|
 |[Text Classification Pipelines with Azure Machine Learning](tc_transformers_azureml_pipelines/tc_transformers_azureml_pipelines.ipynb)|Azure ML| A notebook which walks through building Azure ML pipelines for fine-tuning multiple transformer models|[MultiNLI](https://www.nyu.edu/projects/bowman/multinli/)|