Add scope section: full Video-MME mini 2700Q result (+0.22 pp)

Add --start-idx for chunked evaluation (MPS resilience)

example_usage: rename Wild-mode → MCQ-mode terminology

eval_videomme: rename --mode wild → mcq (wild kept as deprecated alias); update docstrings to use MCQ-mode terminology

Wording hotfix: scope clarity + MCQ-mode terminology

Fix transformers 5.x API change: get_text_features now returns BaseModelOutputWithPooling

Polish: distinguish wild-mode (~44%) vs benchmark-mode (~56%) gap recovery

Add Acknowledgements / Related Work section

Initial release: DW-KhotTaeVL-2B-QueryFrames v1.0

initial commit