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license: cc-by-nc-sa-4.0
base_model: microsoft/layoutlmv3-base
datasets:
- dvgodoy/rvl_cdip_mini
metrics:
- accuracy
---
# TrustDoc Document Classifier
LayoutLMv3-base fine-tuned for document type classification (16 RVL-CDIP classes), 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:** [dvgodoy/rvl_cdip_mini](https://huggingface.co/datasets/dvgodoy/rvl_cdip_mini),
a 1% subset of RVL-CDIP (16 document classes)
- **Validation accuracy:** 85.8%
## Limitations
RVL-CDIP has documented issues that affect this model: shortcut-feature bias (some predictions may
rely on spurious per-page ID codes rather than content), ~8% label noise, train/test duplication,
real PII in the source documents, and a tobacco-industry/1950s-2002-only domain -- generalization
to modern documents is unproven.
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