File size: 989 Bytes
ab277b5 61b1b3a ab277b5 61b1b3a ab277b5 61b1b3a ab277b5 61b1b3a ab277b5 61b1b3a ab277b5 61b1b3a | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 | ---
license: cc-by-nc-sa-4.0
base_model: microsoft/layoutlmv3-base
datasets:
- nielsr/funsd-layoutlmv3
metrics:
- f1
---
# TrustDoc Field Extractor
LayoutLMv3-base fine-tuned for token classification (HEADER/QUESTION/ANSWER field extraction on
forms), part of the TrustDoc project -- a document AI trust layer with calibrated confidence for
human-in-the-loop review.
- **Base model:** [microsoft/layoutlmv3-base](https://huggingface.co/microsoft/layoutlmv3-base)
(CC BY-NC-SA 4.0 -- **non-commercial use only**, inherited by this fine-tune)
- **Training data:** [nielsr/funsd-layoutlmv3](https://huggingface.co/datasets/nielsr/funsd-layoutlmv3)
(149 train / 50 test forms)
- **Test set micro-avg F1:** 0.862
## Limitations
FUNSD is a small (199-document) benchmark of noisy scanned forms -- strong results here don't
guarantee generalization to arbitrary document layouts. See the TrustDoc repo for the full
pipeline (OCR -> classify -> extract -> calibrate) and its limitations.
|