diff --git a/.gitignore b/.gitignore
index 6330536..8f32e42 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1 +1,50 @@
-Nothing needs to be added to .gitignore since only a source file (index.html) was added and there are no build artifacts, dependencies, or temporary files in the changes.
\ No newline at end of file
+```gitignore
+# Compiled and binary files
+*.pyc
+__pycache__/
+*.o
+*.obj
+*.so
+*.dll
+*.exe
+
+# Dependencies
+node_modules/
+venv/
+.venv/
+.env
+.env.local
+.env.*
+
+# Build and distribution
+dist/
+build/
+target/
+*.egg-info/
+
+# Logs and temporary files
+*.log
+*.tmp
+*.swp
+*.swo
+
+# Coverage reports
+.coverage
+coverage/
+htmlcov/
+
+# Editors and IDEs
+.vscode/
+.idea/
+*.swp
+*.swo
+
+# System files
+.DS_Store
+Thumbs.db
+
+# Cache directories
+.mypy_cache/
+.pytest_cache/
+.gradle/
+```
\ No newline at end of file
diff --git a/phase1_baseline/data/raw/README.md b/phase1_baseline/data/raw/README.md
index 9d7fbe5..965d3fc 100644
--- a/phase1_baseline/data/raw/README.md
+++ b/phase1_baseline/data/raw/README.md
@@ -141,6 +141,7 @@ noise. For more details, see the `_background_noise_/README.md`.
 
 If you use the Speech Commands dataset in your work, please cite it as:
 
+{% raw %}
 ```
 @article{speechcommandsv2,
    author = {{Warden}, P.},
@@ -155,6 +156,7 @@ archivePrefix = "arXiv",
     url = {https://arxiv.org/abs/1804.03209},
 }
 ```
+{% endraw %}
 
 ## Credits