Clarify neural MLP artifact contents

README.md

@@ -43,6 +43,7 @@ This is the reviewable half of the project. You can inspect the task outputs, co
 
 - `results/**/*.json`: verified metrics and metadata for minimal and neural MLP runs
 - `results/**/*.csv`: predictions, confusion matrices, per-class metrics, windows, boundaries
+- `results/**/*.npz`: compact derived neural prediction arrays for ranking/regression tasks
 - `results/**/history.json`: neural MLP training traces
 - `docs/assets/*.svg` and `docs/assets/*.png`: generated diagrams, charts, and ChatGPT-image-backed overview figures
 - `docs/assets/task_suite_infographic.png`: ChatGPT-image-backed infographic with low-resolution public-sample modality thumbnails, including audio waveform context, and verified metric overlays
@@ -50,7 +51,7 @@ This is the reviewable half of the project. You can inspect the task outputs, co
 - `scripts/*.py`: reproduction scripts
 - `notes/*.md`: interpretation and reproducibility notes
 
-The companion model repo stores the lightweight model checkpoints and binary arrays:
+The companion model repo stores the lightweight model checkpoints and mirrors the binary arrays:
 
 https://huggingface.co/cy0307/ropedia-minimal-task-baselines