diff --git a/README.md b/README.md
index b64ffd1..a6d0b18 100644
--- a/README.md
+++ b/README.md
@@ -24,7 +24,7 @@ To run these notebooks on a cloud platform, just click on one of the badges in t
 | Multilingual Named Entity Recognition       | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/nlp-with-transformers/notebooks/blob/main/04_multilingual-ner.ipynb)          | [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/nlp-with-transformers/notebooks/blob/main/04_multilingual-ner.ipynb)          | [![Gradient](https://assets.paperspace.io/img/gradient-badge.svg)](https://console.paperspace.com/github/nlp-with-transformers/notebooks/blob/main/04_multilingual-ner.ipynb)          | [![Open In SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/nlp-with-transformers/notebooks/blob/main/04_multilingual-ner.ipynb)          |
 | Text Generation                             | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/nlp-with-transformers/notebooks/blob/main/05_text-generation.ipynb)           | [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/nlp-with-transformers/notebooks/blob/main/05_text-generation.ipynb)           | [![Gradient](https://assets.paperspace.io/img/gradient-badge.svg)](https://console.paperspace.com/github/nlp-with-transformers/notebooks/blob/main/05_text-generation.ipynb)           | [![Open In SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/nlp-with-transformers/notebooks/blob/main/05_text-generation.ipynb)           |
 | Summarization                               | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/nlp-with-transformers/notebooks/blob/main/06_summarization.ipynb)             | [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/nlp-with-transformers/notebooks/blob/main/06_summarization.ipynb)             | [![Gradient](https://assets.paperspace.io/img/gradient-badge.svg)](https://console.paperspace.com/github/nlp-with-transformers/notebooks/blob/main/06_summarization.ipynb)             | [![Open In SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/nlp-with-transformers/notebooks/blob/main/06_summarization.ipynb)             |
-| Question Answering                          | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/nlp-with-transformers/notebooks/blob/main/07_question-answering.ipynb)        | [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/nlp-with-transformers/notebooks/blob/main/07_question-answering.ipynb)        | [![Gradient](https://assets.paperspace.io/img/gradient-badge.svg)](https://console.paperspace.com/github/nlp-with-transformers/notebooks/blob/main/07_question-answering.ipynb)        | [![Open In SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/nlp-with-transformers/notebooks/blob/main/07_question-answering.ipynb)        |
+| Question Answering                          | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/nlp-with-transformers/notebooks/blob/main/07_question_answering_v2.ipynb)        | [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/nlp-with-transformers/notebooks/blob/main/07_question-answering.ipynb)        | [![Gradient](https://assets.paperspace.io/img/gradient-badge.svg)](https://console.paperspace.com/github/nlp-with-transformers/notebooks/blob/main/07_question-answering.ipynb)        | [![Open In SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/nlp-with-transformers/notebooks/blob/main/07_question-answering.ipynb)        |
 | Making Transformers Efficient in Production | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/nlp-with-transformers/notebooks/blob/main/08_model-compression.ipynb)         | [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/nlp-with-transformers/notebooks/blob/main/08_model-compression.ipynb)         | [![Gradient](https://assets.paperspace.io/img/gradient-badge.svg)](https://console.paperspace.com/github/nlp-with-transformers/notebooks/blob/main/08_model-compression.ipynb)         | [![Open In SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/nlp-with-transformers/notebooks/blob/main/08_model-compression.ipynb)         |
 | Dealing with Few to No Labels               | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/nlp-with-transformers/notebooks/blob/main/09_few-to-no-labels.ipynb)          | [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/nlp-with-transformers/notebooks/blob/main/09_few-to-no-labels.ipynb)          | [![Gradient](https://assets.paperspace.io/img/gradient-badge.svg)](https://console.paperspace.com/github/nlp-with-transformers/notebooks/blob/main/09_few-to-no-labels.ipynb)          | [![Open In SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/nlp-with-transformers/notebooks/blob/main/09_few-to-no-labels.ipynb)          |
 | Training Transformers from Scratch          | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/nlp-with-transformers/notebooks/blob/main/10_transformers-from-scratch.ipynb) | [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/nlp-with-transformers/notebooks/blob/main/10_transformers-from-scratch.ipynb) | [![Gradient](https://assets.paperspace.io/img/gradient-badge.svg)](https://console.paperspace.com/github/nlp-with-transformers/notebooks/blob/main/10_transformers-from-scratch.ipynb) | [![Open In SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/nlp-with-transformers/notebooks/blob/main/10_transformers-from-scratch.ipynb) |
diff --git a/requirements-chapter7-v2.txt b/requirements-chapter7-v2.txt
index ff2fc2e..2742fae 100644
--- a/requirements-chapter7-v2.txt
+++ b/requirements-chapter7-v2.txt
@@ -1,4 +1,4 @@
 # Base requirements
-farm-haystack[colab]==1.4.0
+farm-haystack[colab]==1.20.1
 matplotlib
 datasets