Add arXiv paper link and citation (2604.04979)

Add mascot image and thumbnail back to model card

Update model card: 2-decimal metrics, 27 tool types, qualitative examples, match paper

Update README.md

Add related work context

Add Kimi K2 baseline results

Simplify results table to P/R/F1/Compression

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initial commit