Update README.md

README.md

@@ -10,11 +10,11 @@ base_model:
 ---
 # Latvian Basic Emotion Classifier
 
-A fine-tuned version of [LVBERT](https://huggingface.co/AiLab-IMCS-UL/lvbert) for multi-label text classification of 6 base emotions (+neutral) in Latvian, as per Dr. Ekman theory.
+A fine-tuned version of [LVBERT](https://huggingface.co/AiLab-IMCS-UL/lvbert) for multi-label text classification of six basic emotions (+neutral) in Latvian, as defined by Ekman’s theory.
 
-The model was trained on the combined [go_emotions-lv](https://huggingface.co/datasets/AiLab-IMCS-UL/go_emotions-lv) and [twitter_emotions-lv](https://huggingface.co/datasets/AiLab-IMCS-UL/twitter_emotions-lv) datasets.
+The model is trained on a combined dataset of [go_emotions-lv](https://huggingface.co/datasets/AiLab-IMCS-UL/go_emotions-lv) and [twitter_emotions-lv](https://huggingface.co/datasets/AiLab-IMCS-UL/twitter_emotions-lv).
 
-Labels predicted by the classifier:
+Predicted labels:
 ```yaml
 0: anger
 1: disgust
@@ -25,7 +25,7 @@ Labels predicted by the classifier:
 6: neutral
 ```
 
-The seed used for the random number generator - 42:
+The random seed used for initialization was 42:
 ```python
 def set_seed(seed=42):
     random.seed(seed)
@@ -52,8 +52,8 @@ num_epochs: 3
 
 ## Evaluation
 
-Evaluation results on the test split of [go_emotions-lv](https://huggingface.co/datasets/AiLab-IMCS-UL/go_emotions-lv/viewer/simplified_ekman/test)
-|              |Precision|Recall|F1-Score|Support|
+Evaluation results on the test split of [go_emotions-lv](https://huggingface.co/datasets/AiLab-IMCS-UL/go_emotions-lv/viewer/simplified_ekman/test):
+|              |Precision|Recall|F1-score|Support|
 |--------------|---------|------|--------|-------|
 |anger         |     0.57|  0.36|    0.44|    726|
 |disgust       |     0.42|  0.29|    0.35|    123|
@@ -67,8 +67,8 @@ Evaluation results on the test split of [go_emotions-lv](https://huggingface.co/
 |weighted avg  |     0.68|  0.59|    0.63|   5894|
 |samples avg   |     0.62|  0.61|    0.61|   5894|
 
-Evaluation results on the test split of [twitter_emotions-lv](https://huggingface.co/datasets/AiLab-IMCS-UL/twitter_emotions-lv/viewer/simplified_ekman/test)
-|              |Precision|Recall|F1-Score|Support|
+Evaluation results on the test split of [twitter_emotions-lv](https://huggingface.co/datasets/AiLab-IMCS-UL/twitter_emotions-lv/viewer/simplified_ekman/test):
+|              |Precision|Recall|F1-score|Support|
 |--------------|---------|------|--------|-------|
 |anger         |     0.94|  0.87|    0.90|  12013|
 |disgust       |     0.92|  0.92|    0.92|  14117|