transformers pytorch xlm-roberta MRC TyDiQA xlm-roberta-large multilingual arxiv:2003.05002 arxiv:1911.02116 endpoints_compatible region:us
---
language:
- multilingual
tags:
- MRC
- TyDiQA
- xlm-roberta-large
---

# Model description

An XLM-RoBERTa reading comprehension model for [TyDiQA Primary Tasks](https://arxiv.org/abs/2003.05002).

The model is initialized with  [xlm-roberta-large](https://huggingface.co/xlm-roberta-large/) and fine-tuned on the [TyDiQA train data](https://huggingface.co/datasets/tydiqa).

## Intended uses & limitations

You can use the raw model for the reading comprehension task. Biases associated with the pre-existing language model, xlm-roberta-large, that we used may be present in our fine-tuned model, tydiqa-primary-task-xlm-roberta-large.

## Usage

You can use this model directly with the [PrimeQA](https://github.com/primeqa/primeqa) pipeline for reading comprehension [tydiqa.ipynb](https://github.com/primeqa/primeqa/blob/main/notebooks/mrc/tydiqa.ipynb).

### BibTeX entry and citation info

```bibtex
@article{clark-etal-2020-tydi,
    title = "{T}y{D}i {QA}: A Benchmark for Information-Seeking Question Answering in Typologically Diverse Languages",
    author = "Clark, Jonathan H.  and
      Choi, Eunsol  and
      Collins, Michael  and
      Garrette, Dan  and
      Kwiatkowski, Tom  and
      Nikolaev, Vitaly  and
      Palomaki, Jennimaria",
    journal = "Transactions of the Association for Computational Linguistics",
    volume = "8",
    year = "2020",
    address = "Cambridge, MA",
    publisher = "MIT Press",
    url = "https://aclanthology.org/2020.tacl-1.30",
    doi = "10.1162/tacl_a_00317",
    pages = "454--470",
}
```

```bibtex
@article{DBLP:journals/corr/abs-1911-02116,
  author    = {Alexis Conneau and
               Kartikay Khandelwal and
               Naman Goyal and
               Vishrav Chaudhary and
               Guillaume Wenzek and
               Francisco Guzm{\'{a}}n and
               Edouard Grave and
               Myle Ott and
               Luke Zettlemoyer and
               Veselin Stoyanov},
  title     = {Unsupervised Cross-lingual Representation Learning at Scale},
  journal   = {CoRR},
  volume    = {abs/1911.02116},
  year      = {2019},
  url       = {http://arxiv.org/abs/1911.02116},
  eprinttype = {arXiv},
  eprint    = {1911.02116},
  timestamp = {Mon, 11 Nov 2019 18:38:09 +0100},
  biburl    = {https://dblp.org/rec/journals/corr/abs-1911-02116.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}
```