# Cross-task Matplotlib figures

This directory contains aggregate-only, deterministic plots for the existing
Qwen3.5 standalone 4L classification-base model card. PNG files are for the
Hugging Face README; PDF files are vector exports; each figure has a source CSV.

1. `05_why_4l_edge_tradeoff`: controlled UNO Q depth-chain resources plus
   descriptive propaganda endpoint quality/resources.
2. `06_malint_4l_quality`: repeated-development F1 and accuracy-type metrics.
3. `07_malint_quality_resource`: the primary internal quality contrast and its
   measured CUDA-forward latency/peak-allocation cost.

Scientific boundaries are printed inside the figures. In particular, MALINT
does not compare 4L against 8L or 24L; all Qwen student arms keep four layers.
No raw text, IDs, row labels, logits, probabilities, or predictions are copied
into this public bundle.