Finishes README.md version 1

Signed-off-by: giogvn <[email protected]>

README.md

@@ -133,9 +133,9 @@ relationship between the members of such pairs. Such corpus has three subsets: *
 The model's fine-tuning procedure can be summarized in three major subsequent tasks:
     <ol type="i">
         <li>**Data Processing:**</li> [ASSIN](https://huggingface.co/datasets/assin)'s *validation* and *train* splits were loaded from the **Hugging Face Hub** and processed afterwards; 
-        <li>**Hyperparameter Tuning:**</li> [XLM-RoBERTa-base](https://huggingface.co/xlm-roberta-base)'s hyperparameters were chosen with the help of the [Weights & Biases] API to track the results and upload the fine-tuned models;
+        <li>**Hyperparameter Tuning:**</li> [XLM-RoBERTa-base](https://huggingface.co/xlm-roberta-base)'s hyperparameters were chosen with the help of the [Weights & Biases](https://docs.wandb.ai/ref/python/public-api/api) API to track the results and upload the fine-tuned models;
         <li>**Final Model Loading and Testing:**</li>
-        using the *cross-tests* approach described in the [this section](#evaluation), the models' performance were measured using different datasets and metrics. 
+        The models' performance was evaluated using different datasets and metrics that will be better described in the future paper. 
     </ol>
 
 
@@ -182,9 +182,7 @@ Testing this model in [ASSIN](https://huggingface.co/datasets/assin)'s test spli
 ### ASSIN2
 <!-- Given a pair of sentences $(premise, hypothesis)$, $\hat{f}^{(xlmr\_base)}(premise, hypothesis)$ can be equal to $PARAPHRASE, ENTAILMENT$ or $NONE$ as defined in [Definition 1](#assin_function). -->
 
-[ASSIN2](https://huggingface.co/datasets/assin2)'s test split's class label's column has only two possible values: $ENTAILMENT$ and $NONE$. Therefore, in order to test this model in [ASSIN2](https://huggingface.co/datasets/assin2)'s test split some mapping must be done in order to make the [ASSIN2](https://huggingface.co/datasets/assin2)' class labels compatible with the model's inference function.
-
-More information on how such mapping is performed will be available in the [referred paper](#model-sources).
+[ASSIN2](https://huggingface.co/datasets/assin2)'s test split's class label's column has only two possible values: *ENTAILMENT* and *NONE*. Therefore some mapping must be done so this model can be tested in [ASSIN2](https://huggingface.co/datasets/assin2)'s test split. More information on how such mapping is performed will be available in the [referred paper](#model-sources).
 
 ### Metrics