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| # User guide | |
| ## Command center | |
| Select classifier, split and stress family. Observe clean accuracy, percentage of actually changed text, prediction flip rate and modified-subset accuracy difference. Watch the paired-bootstrap warning and inherited-label limitation. | |
| ## Stress matrix and paired examples | |
| The matrix compares all conditions. The paired explorer shows each original text and its exact altered version and prediction. Search by example ID or text and filter to prediction flips. | |
| ## Selective risk and reliability | |
| Risk vs. coverage ranks samples from strongest to weakest model-specific **top-two score gap**. Drag the slider to see observed error among retained examples. Naive Bayes reliability bins summarize posterior confidence; do not assume calibration. Similarity baselines have no reported probability calibration. | |
| ## Language slices and gates | |
| Inspect support sizes for EN/ES/PT, domains or labels. Edit research thresholds in Research gates and see what fails. Passing all checks is not a production approval. | |
| ## Sandbox and export | |
| Write 12–4,000 characters, choose language and a stress family, then click **Compare locally**. Without a known gold label, this only compares two predictions. Download Markdown, CSV, or JSON reports from the same panel. | |
| The app contains only synthetic dataset text and requires no secret tokens. It does not handle confidential data. | |