Really cool approach. Sorry I didn't have time to read the full paper, but did you see any variance on the classification score when evaluating against English speaking jurisdictions in which the data was more sparse? My guess would be that wouldn't matter that much. I'd out my money that your classifier is a deberta/GLiNER derived... Thanks for this!