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Fix the First Bad Token, Not the Whole Answer

TL;DR for operators When a model answer is mostly right but fails at one point, rewriting the entire response may waste both human effort and information about what the model already does well. onPanda turns that situation into a different annotation workflow: find the first inappropriate token, replace it, then let the same model continue from the corrected prefix. ...

October 9, 2026 · 7 min · Zelina