APA (7th ed.) Citation

Liu, M. (2026). Self-Training Doesn't Flatten Language -- It Restructures It: Surface Markers Amplify While Deep Syntax Dies.

Chicago Style (17th ed.) Citation

Liu, Ming. Self-Training Doesn't Flatten Language -- It Restructures It: Surface Markers Amplify While Deep Syntax Dies. 2026.

MLA (9th ed.) Citation

Liu, Ming. Self-Training Doesn't Flatten Language -- It Restructures It: Surface Markers Amplify While Deep Syntax Dies. 2026.

Warning: These citations may not always be 100% accurate.