Update README.md

README.md

@@ -43,16 +43,16 @@ In KANs, each weight parameter is replaced by a univariate function, typically p
 | `utils/`                    | Utility files for the project                                      |
 | `utils/encoder.py`          | Implementation of the Encoder layer                                |
 | `utils/multiheadattention.py`| Implementation of the MultiHeadAttention layer                     |
-| `utils/positionwise.py`     | Implementation of the PositionWiseFeedForward layer                |
-| `utils/rope.py`             | Implementation of the RoPE layer                                   |
+| `utils/positionwise.py`     | Implementation of the Position wise Feed Forward layer                |
+| `utils/rope.py`             | Implementation of the RoPE for positional encoding                             |
 | `utils/config.py`           | Configuration file for the KANBert model                           |
 | `model_tests/`              | Contains the test files for the project                            |
 | `model_tests/kanbert_test.py`| Unit tests for the KANBert model                                  |
 | `model_tests/utils_tests/`  | Contains the test files for the utility components                 |
 | `model_tests/utils_tests/encoder_test.py`| Unit tests for the Encoder layer                    |
 | `model_tests/utils_tests/multiheadattention_test.py`| Unit tests for the MultiHeadAttention layer |
 | `model_tests/utils_tests/positionwise_test.py`| Unit tests for the PositionWiseFeedForward layer|
-| `model_tests/utils_tests/rope_test.py`| Unit tests for the RoPE layer                           |
+| `model_tests/utils_tests/rope_test.py`| Unit tests for the RoPE                           |
 
 ## Testing
 
@@ -71,4 +71,4 @@ flake8 .
 [1] ResearchGate, *The Transformer based BERT base architecture with twelve encoder blocks*, [https://www.researchgate.net/figure/The-Transformer-based-BERT-base-architecture-with-twelve-encoder-blocks_fig2_349546860](https://www.researchgate.net/figure/The-Transformer-based-BERT-base-architecture-with-twelve-encoder-blocks_fig2_349546860)
 
 
-[2] Massachusetts Institute of Technology, *KAN: Kolmogorov–Arnold Networks*, [https://arxiv.org/abs/2404.19756](https://arxiv.org/abs/2404.19756)
+[2] Massachusetts Institute of Technology, *KAN: Kolmogorov–Arnold Networks*, [https://arxiv.org/abs/2404.19756](https://arxiv.org/abs/2404.19756)