Paper supplement v1.0 - #1

Description

Briefly describe what this PR changes and why.

Type of change

• Bug fix (non-breaking change which fixes an issue)
• New feature (non-breaking change which adds functionality)
• Breaking change (fix or feature that would cause existing functionality to not work as expected)
• Documentation update
• Experiment / evaluation script
• Other

Related issue

Fixes # (issue number)

How has this been tested?

Describe the tests you ran to verify your changes.

Checklist

• My code follows the project's style guidelines
• I have performed a self-review of my own code
• I have commented my code, particularly in hard-to-understand areas
• I have updated the documentation accordingly
• My changes generate no new warnings
• I have added tests that prove my fix is effective or that my feature works
• New and existing unit tests pass locally with my changes

Architecture impact

Does this PR affect any of the core innovations?

• LAAG (Length-Aware Adaptive Generation)
• OES (Orthogonal Environment Sub-manifold)
• CEAG (Cross-Entropy Attention Guidance)
• FiLM Adapter
• Silero VAD / RMS preprocessing
• Persona extraction pipeline
• No architectural impact

If yes, describe the change and provide ablation evidence.