Create README.md

README.md

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+---
+language: en
+---
+
+# Sparse BERT base model (uncased)
+
+Pretrained model pruned to 1:2 structured sparsity.
+The model is a pruned version of the [BERT base model](https://huggingface.co/bert-base-uncased).
+
+## Intended Use
+
+The model can be used for fine-tuning to downstream tasks with sparsity already embeded to the model.
+To keep the sparsity a mask should be added to each sparse weight blocking the optimizer from updating the zeros.
+
+## Evaluation Results
+| Task | MNLI-m (Acc) | MNLI-mm (Acc) | QQP (Acc/F1) | QNLI (Acc) | SST-2 (Acc) | STS-B (Pears/Spear) | SQuADv1.1 (Acc/F1) |
+|------|--------------|---------------|--------------|------------|-------------|---------------------|--------------------|
+|      | 83.3         | 83.9          |   90.8/87.6  |    90.4    |     91.3    |      88.8/88.3      |      80.5/88.2     |