adapter-transformers question-answering adapterhub:qa/squad1 distilbert dataset:squad license:apache-2.0 region:us
---
datasets:
- squad
license: apache-2.0
tags:
- question-answering
- adapter-transformers
- adapterhub:qa/squad1
- distilbert
---

# Adapter `distilbert-base-uncased_qa_squad1_houlsby` for distilbert-base-uncased

Adapter for distilbert-base-uncased in Houlsby architecture trained on the SQuAD 1.1 dataset for 15 epochs with early stopping and a learning rate of 1e-4.


**This adapter was created for usage with the [Adapters](https://github.com/Adapter-Hub/adapters) library.**

## Usage

First, install `adapters`:

```
pip install -U adapters
```

Now, the adapter can be loaded and activated like this:

```python
from adapters import AutoAdapterModel

model = AutoAdapterModel.from_pretrained("distilbert-base-uncased")
adapter_name = model.load_adapter("AdapterHub/distilbert-base-uncased_qa_squad1_houlsby")
model.set_active_adapters(adapter_name)
```

## Architecture & Training

- Adapter architecture: houlsby
- Prediction head: question answering
- Dataset: [SQuAD 1.1](https://rajpurkar.github.io/SQuAD-explorer/)

## Author Information

- Author name(s): Clifton Poth
- Author email: calpt@mail.de
- Author links: [Website](https://calpt.github.io), [GitHub](https://github.com/calpt), [Twitter](https://twitter.com/@clifapt)



## Citation

```bibtex

```

*This adapter has been auto-imported from https://github.com/Adapter-Hub/Hub/blob/master/adapters/ukp/distilbert-base-uncased_qa_squad1_houlsby.yaml*.