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Quick-Scroll README Panel, 2026-06-25
Prompt: cold-read the README as a busy new ML researcher who wants to do steering, may not know this repo, and has time for a quick scroll.
Five of six panel runs completed. One run was interrupted while the layout bug was being fixed.
Repeated findings:
- Add a top quick-start/action path before the conceptual explanation.
- Caption the main plot with axes, color, and how to read a good point.
- Explain
score tandjudge_stdnear the Results table. - Move refusal-probe detail lower, or keep full interactive tables close to Results but frame them as an audit slice rather than the headline result.
- Shorten or demote appendices for first-time readers.
Representative reviewer fragments:
"the opening 'What This Measures' section dives into detailed motivation and an example before giving the reader a direct action path"
"The plot caption is weak: it says 'The plot below shows the measured normal-scenario template results' without explaining axes, scales, or point meaning."
"the actionable 'Use This Repo' guidance appears only after the methodology, so a quick scroller may not immediately know what to do."
Edits made from the panel:
- Added
Quick Startat the top. - Shortened the start of
What This Measures. - Replaced the weak plot lead-in with a real caption.
- Added the
judge_stdlegend next to the Results table. - Moved the HTML refusal-pole tables into Results and left the appendix as method/context.