Update citation to match project website

Link paper and citation to arXiv 2609.37030

Simplify model card to inference and GRPO usage

Fix header alignment with centered font-independent branding

Refine header layout and remove internal training identifiers

Publish EMNLP 2026 Findings model card, branding, and reproducible requirements

Add files using upload-large-folder tool

initial commit