Add citation: Findings of EMNLP 2026

README: drop checkpoint epoch/step numbers

Drop the last internal run id from a config comment

Use role-based names instead of internal experiment run names

Replace author-specific absolute paths in configs with neutral placeholders

Add StreamAlign R=32 tokenizer stack (mirror of js1044k/streamalign-r32-tokenizer)

initial commit