| # Reproducing Pointerbench-Pro |
|
|
| The benchmark is assembled from the `dream_click` generator's professional-app |
| click pools in the source repository. |
|
|
| ```bash |
| # from the generator directory in the source repo: |
| python3 build_progui.py --n 500 --seed 90311 --out /path/to/pointerbench-pro |
| ``` |
|
|
| - Targets are sampled from the labeled professional-icon pool |
| (`clicks_icons_pro_3k.ndjson`) and the general dreamed-GUI intent pool |
| (`clicks_dreamed_gui_intent.ndjson`). |
| - Targets are labeled as `icon`, `text`, or `other` for analysis, but the public |
| set does not force a fixed icon/text ratio. |
| - Icon-target instructions are rewritten with varied wrappers that explicitly |
| ask for the icon itself, unless the original instruction already says "icon". |
| This prevents nearby text labels from becoming plausible click targets. |
| - Candidates are balanced across applications by round-robin selection with a |
| fixed seed, then shuffled. The current 500-example set contains 190 icon, 154 |
| text, and 156 other targets across 100 applications. |
| - Each application's name, slug, category, and platform come from the dreamed-GUI |
| scenario indexes under `shared/data/dreamed_gui*/index.jsonl`, joined by the |
| scene slug parsed from each `source_id`. |
|
|
| ## Held-out usage |
|
|
| The examples are selected from existing generated pools, so they can overlap a |
| training set built from the same generator. The selected `source_id`s are |
| written to `heldout_source_ids.txt`. Exclude those IDs from training to keep the |
| benchmark held out. |
|
|
| Regenerating with the same seed reproduces the identical 500 examples. To grow |
| or refresh the set, change `--n` / `--seed` and bump the dataset version. |
|
|
