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eduro-bert-romanian-fillblank-v3
dariurs/eduro-bert-romanian-fillblank-v3
eduro-bert-romanian-fillblank-v3 is a fill-mask model from dariurs. Use it when you need the model to fill a missing word. The card lists the license as cc-by-sa-4.0.
Fine-tuned Romanian BERT for academic fill-in-the-blank question generation, trained on the EduRO-FillBlank dataset (72,541 examples from Romanian Wikipedia).
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At a glance
- Task
- Fill-Mask
- License
- cc-by-sa-4.0
- Model type
- bert
- Access
- Public
- Created
- Jun 6, 2026
- Updated
- Jun 6, 2026
- SHA
- 5db9cfa0
Base models
Datasets
Model card
From the Hugging Face model README
EduRO BERT v3 — Romanian Fill-in-the-Blank Model
Fine-tuned Romanian BERT for academic fill-in-the-blank question generation, trained on the EduRO-FillBlank dataset (72,541 examples from Romanian Wikipedia).
Training Details
| Parameter | Value |
|---|---|
| Base model | dumitrescustefan/bert-base-romanian-cased-v1 |
| Dataset | EduRO-FillBlank v2 (72,541 examples) |
| Epochs | 10 |
| Learning Rate | 2e-5 |
| Batch Size | 8 |
| MLM Probability | 15% |
| Hardware | NVIDIA A100 |
Results
EduRO Test Set
| Metric | Score |
|---|---|
| Acc@1 | 34.82% |
| Acc@5 | 56.65% |
| MRR | 0.4482 |
Neutral Wikipedia Corpus (400 sentences, unseen)
| Metric | Score |
|---|---|
| Acc@1 | 32.5% |
| Acc@5 | 55.2% |
| MRR | 0.410 |
Usage
from transformers import pipeline
pipe = pipeline("fill-mask",
model="dariurs/eduro-bert-romanian-fillblank-v3")
result = pipe("Fotosinteza este procesul [MASK] prin care plantele produc energie.")
print(result)
Citation
[to be added after paper publication]
- Task
- Fill-Mask
- Type
- bert
- License
- cc-by-sa-4.0
- Languages
- ro
- Created
- Jun 6, 2026
- Updated
- Jun 6, 2026