Update README.md

README.md

@@ -48,5 +48,36 @@ CritiqueCore v1 is a compact Transformer model trained **from scratch** for sent
 - **Multilingual:** While it shows some intuition for German, it was not explicitly trained on non-English data.
 
 ## How to use (Inference Script)
+Use `inference.py` from this repos' files list. Have fun :D
 
-Use `inference.py` from this repos' files list. Have fun :D
+## Examples
+### Example 1: Standard movie review
+**Input:**
+```plaintext
+This movie was an absolute masterpiece! The acting was incredible and I loved every second.
+```
+**Output:**
+```plaintext
+POSITIVE (99.03% confidence)
+```
+### Example 2: Sarcasm
+**Input:**
+```plaintext
+Oh great, another superhero movie. Just what the world needed. I loved sitting through 3 hours of CGI vomit.
+```
+**Output:**
+```plaintext
+NEGATIVE (93.81% confidence)
+```
+### Example 3: Negative question
+**Input:**
+```plaintext
+Why did they even produce it?
+```
+**Output:**
+```plaintext
+NEGATIVE (99.37% confidence)
+```
+
+## Training code
+The full training code can be found in this repo as `train.ipynb`.