docs: fix BibTeX to @misc and standard author format

docs: update paper link and BibTeX to arXiv (2607.06065)

fix: correct project page URL (case-sensitive path)

fix: remove icon from title

fix: reduce icon size in title

Add SWE-Review icon to title

Add SWE-Review icon

fix: pipeline image full width, remove extra margin

Update paper link to PDF in repo

Add pipeline overview figure to card

Add pipeline overview figure

Rewrite model card: full eval results, base model comparison, TTS

Update model card: add eval results, fix links, fix BibTeX

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