Field                                                                                               |  Response
:---------------------------------------------------------------------------------------------------|:---------------
Participation considerations from adversely impacted groups [protected classes](https://www.senate.ca.gov/content/protected-classes) in model design and testing:  |  Not applicable for the training phase, as the model was trained exclusively on synthetic data. Stakeholder review with impacted groups is recommended during deployment to validate real-world performance.
Bias Metric (If Measured):  |  Strict F1 Score at a 0.3 threshold. Performance on evaluation datasets was: Argilla PII (0.70), AI4Privacy (0.64), and nvidia/Nemotron-PII (0.87). Demographic performance breakdowns are not available.
Measures taken to mitigate against unwanted bias: | Not applicable.