Rollup
Latest extraction run
Errors
Where each model went wrong
Every field that did not match the ground truth. Form B is a real filled-in form, so its values are withheld; only the field and the kind of error are shown.
Cross-check
Verifier replay
The same readings put through the verifier's own comparison, with MiniCPM-V as the reader and Nemotron VL as the cross-check. A field is flagged for the reviewer when both models read a value and the values differ; a blank on either side is not a flag. Caught means the reader was wrong on that field; false alarm means it was right.
History
Extraction sweep, seven models
Design time
PDF form labeler