On-device document-summarization engine for the PaperSummary app. A supervised
fine-tune (LoRA) of Qwen2.5-1.5B-Instruct, distilled from Qwen2.5-72B-Instruct,
aligned to the app output contract: structured Title / Description / Summary
markers, faithful markdown, level/format control, 29 languages, and map-reduce
merge for long documents.