diff --git a/README.md b/README.md
index ec7a9a9eb1fd83a24fe4138544f97db61e0e8c93..0417a5a0ab0364cab050a9f3a85606db1e33023c 100644
--- a/README.md
+++ b/README.md
@@ -39,6 +39,11 @@ Code: https://gitlab.inria.fr/andiamo/tony
 ```
 pip install -r requirements.txt
 ```
+- Install pytorch:
+```
+pip install torch==1.9.0+cu111 torchvision==0.10.0+cu111 torchaudio===0.9.0 -f https://download.pytorch.org/whl/torch_stable.html
+```
+
 
 ## Configuration file: to chose or to complete
 - `code/config_global_X.json` See global_config_file_guideline.md.
diff --git a/global_config_file_guideline.md b/global_config_file_guideline.md
index 580bd7d576dfa97043b48369e38324a56455c724..fb4d0ca8ec40c23e6b98376ea7bcb2a0aefca2e6 100644
--- a/global_config_file_guideline.md
+++ b/global_config_file_guideline.md
@@ -117,7 +117,7 @@
             - `"toolkit":` [string] The toolkit to build your model (to be added : "jiant").
                 - OPTIONS : ["allennlp"]
             - `"pre_trained_lm":` **bert** (to be added : roberta..)
-            - `"config_file":` [string] The path to the config file for training. e.g. `"../model/config_training.jsonnet"`
+            - `"config_file":` [string] The path to the config file for training. e.g. `"../model/config_training.jsonnet"`. This file need to be completed accordingly.
             - `"train_data_path":` [string] The path to your training dataset. e.g. `"../data/eng.rst.rstdt/eng.rst.rstdt_train.conllu"` *conflict with training_config ??* 
             - `"validation_data_path":` [string] The path to your development dataset. e.g. `"../data/eng.rst.rstdt/eng.rst.rstdt_dev.conllu"` *idem*
 
diff --git a/model/config_training_bert.jsonnet b/model/config_training_bert.jsonnet
index a656ba4f8bb1104aaea62e5acd0fe6a5af66a46b..824dabd3acbbfe53621736fdd4178cef28fb15fd 100644
--- a/model/config_training_bert.jsonnet
+++ b/model/config_training_bert.jsonnet
@@ -64,8 +64,8 @@
             }
         }
     },
-    "train_data_path": "../data/eng.rst.rstdt/eng.rst.rstdt_train.ner.conllu",
-    "validation_data_path": "../data/eng.rst.rstdt/eng.rst.rstdt_dev.ner.conllu",
+    "train_data_path": "../data/eng.sdrt.stac/eng.sdrt.stac_train.ner.conllu",
+    "validation_data_path": "../data/eng.sdrt.stac/eng.sdrt.stac_dev.ner.conllu",
     "trainer": {
         "cuda_device": 1,
         "grad_norm": 5,
diff --git a/requirements.txt b/requirements.txt
index 8cb88a9c2e7574a11a92ca2604190a5b94361e78..a2a8ba53439b0d35b6b72cbf6949cdde0c7ce65b 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,14 +1,11 @@
-_libgcc_mutex==0.1
-_openmp_mutex==5.1
 alabaster==0.7.12
 allennlp==0.9.0
 atomicwrites==1.4.0
 attrs==21.2.0
-babel==2.9.1
+Babel==2.9.1
 blis==0.2.4
 boto3==1.17.109
 botocore==1.20.109
-ca-certificates==2022.07.19
 cached-property==1.5.2
 certifi==2021.5.30
 cffi==1.14.6
@@ -20,64 +17,49 @@ cycler==0.10.0
 cymem==2.0.5
 docutils==0.17.1
 editdistance==0.5.3
-en-core-web-sm==2.1.0
-filelock==3.8.0
+en-core-web-sm @ https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-2.1.0/en_core_web_sm-2.1.0.tar.gz
 flaky==3.7.0
-flask==2.0.1
-flask-cors==3.0.10
-fr-core-news-sm==2.1.0
+Flask==2.0.1
+Flask-Cors==3.0.10
 ftfy==6.0.3
 gevent==21.1.2
 greenlet==1.1.0
 h5py==3.3.0
-huggingface-hub==0.10.0
 idna==2.10
 imagesize==1.2.0
 importlib-metadata==4.6.1
 iniconfig==1.1.1
 itsdangerous==2.0.1
-jinja2==3.0.1
+Jinja2==3.0.1
 jmespath==0.10.0
 joblib==1.0.1
-jsonnet==0.18.0
 jsonnetbin==0.16.0
 jsonpickle==2.0.0
 kiwisolver==1.3.1
-ld_impl_linux-64==2.38
-libffi==3.3
-libgcc-ng==11.2.0
-libgomp==11.2.0
-libstdcxx-ng==11.2.0
-markupsafe==2.0.1
+MarkupSafe==2.0.1
 matplotlib==3.4.2
 murmurhash==1.0.5
-ncurses==6.3
 nltk==3.6.2
 numpy==1.21.0
 numpydoc==1.1.0
-openssl==1.1.1q
 overrides==3.1.0
 packaging==21.0
 pandas==1.3.1
 parsimonious==0.8.1
-pillow==8.3.1
-pip==22.1.2
+Pillow==8.3.1
 plac==0.9.6
 pluggy==0.13.1
 preshed==2.0.1
 protobuf==3.17.3
 py==1.10.0
 pycparser==2.20
-pygments==2.9.0
+Pygments==2.9.0
 pyparsing==2.4.7
 pytest==6.2.4
-python==3.7.13
 python-dateutil==2.8.1
 pytorch-pretrained-bert==0.6.2
 pytorch-transformers==1.1.0
 pytz==2021.1
-pyyaml==6.0
-readline==8.1.2
 regex==2021.7.6
 requests==2.25.1
 responses==0.13.3
@@ -85,44 +67,33 @@ s3transfer==0.4.2
 scikit-learn==0.24.2
 scipy==1.7.0
 sentencepiece==0.1.96
-setuptools==63.4.1
 six==1.16.0
 snowballstemmer==2.1.0
 spacy==2.1.9
-sphinx==4.0.3
+Sphinx==4.0.3
 sphinxcontrib-applehelp==1.0.2
 sphinxcontrib-devhelp==1.0.2
 sphinxcontrib-htmlhelp==2.0.0
 sphinxcontrib-jsmath==1.0.1
 sphinxcontrib-qthelp==1.0.3
 sphinxcontrib-serializinghtml==1.1.5
-sqlite==3.39.2
 sqlparse==0.4.1
 srsly==1.0.5
 stanfordnlp==0.2.0
 stanza==1.2.2
-tensorboardx==2.4
+tensorboardX==2.4
 thinc==7.0.8
 threadpoolctl==2.2.0
-tk==8.6.12
-tokenizers==0.12.1
 toml==0.10.2
-torch==1.9.0+cu111
-torchaudio==0.9.0
-torchvision==0.10.0+cu111
 tqdm==4.61.2
-transformers==4.22.2
 typing-extensions==3.10.0.0
 typing-utils==0.1.0
-unidecode==1.2.0
+Unidecode==1.2.0
 urllib3==1.26.6
 wasabi==0.8.2
 wcwidth==0.2.5
-werkzeug==2.0.1
-wheel==0.37.1
+Werkzeug==2.0.1
 word2number==1.1
-xz==5.2.5
 zipp==3.5.0
-zlib==1.2.12
-zope-event==4.5.0
-zope-interface==5.4.0
\ No newline at end of file
+zope.event==4.5.0
+zope.interface==5.4.0
\ No newline at end of file