Text Classification
Transformers
Joblib
ONNX
Safetensors
English
bert
masterformat
masterformat-classifier
csi-masterformat
construction
construction-technology
sequence-classification
tfidf
ensemble
specs
spec-writing
specifications
takeoff
estimating
cost-code
ufgs
public-domain
Eval Results (legacy)
text-embeddings-inference
Publish mf-0.2: completed GPU fine-tune (val 46.6%, 2.3x mf-0.1) + new model card with metrics/ONNX
b774c08 verified | cff-version: 1.2.0 | |
| title: "MasterFormat Classifier (mf-0.2)" | |
| message: "If you use this model, please cite it as below." | |
| type: software | |
| authors: | |
| - name: "Constructelligence" | |
| website: "https://constructelligence.co" | |
| license: MIT | |
| url: "https://huggingface.co/constructelligence/masterformat-classifier" | |
| repository-code: "https://huggingface.co/constructelligence/masterformat-classifier" | |
| abstract: >- | |
| A BERT-based text classifier that maps construction line items, specification | |
| paragraphs and section titles to one of 171 MasterFormat level-2 groups across | |
| 32 divisions. Fine-tuned from BAAI/bge-small-en-v1.5 on public-domain UFGS | |
| specification text. mf-0.2 is the completed 12-epoch GPU fine-tune. | |
| keywords: | |
| - MasterFormat | |
| - construction | |
| - text-classification | |
| - specifications | |
| - estimating | |
| - takeoff | |
| - UFGS | |
| - BERT | |