Improve README and requirements.

Author: geektoni

README.md

@@ -38,6 +38,15 @@ make evaluate
 Inside the `evaluation_results` directory you will find the evaluation results
 over the test set.
 
+To run the complete hyperparameter search procedure, please follow the following instructions:
+```bash
+cd concept_tagging_NLP
+conda activate ctnlp
+bash concept_tagging_tuning.sh
+```
+This will generate a file called `complete_results.txt` with all the evaluations. Be aware that the entire procedure
+take quite some time.
+
 By calling `make help` an help message will be generated.
 
 ## Advanced Usage

requirements.txt

@@ -14,7 +14,6 @@ cryptography=2.8=py37h1ba5d50_0
 cymem=2.0.2=py37hfd86e86_0
 cytoolz=0.9.0.1=py37h14c3975_1
 dill=0.2.9=py37_0
-en-core-web-sm=2.0.0=pypi_0
 idna=2.8=py37_0
 libedit=3.1.20181209=hc058e9b_0
 libffi=3.2.1=hd88cf55_4