README.md

---
license: cc
language:
- en
- fr
- de
- vi
- zh
- ja
- es
size_categories:
- 10K<n<100K
---
# MultiSpider: Towards Benchmarking Multilingual Text-to-SQL Semantic Parsing
In this work, we present MultiSpider, a multilingual text-to-SQL dataset which covers seven languages (English, German, French, Spanish, Japanese, Chinese, and Vietnamese).
Find more details on [paper](https://arxiv.org/pdf/2212.13492.pdf) and [code](https://github.com/longxudou/multispider).

Please be aware that the MultiSpider dataset is available in two versions: `with_English_value` and `with_original_value`. Our reported results are based on the `with_English_value` version to circumvent any discrepancies between the entities in the questions and the values in the database. 
The `with_original_value` version is a byproduct of the dataset creation process, which may be of interest for more in-depth research on this localized dataset.

`with_English_value`: Führen Sie die Namen der Sängerinnen und Sänger auf, deren Staatsbürgerschaft nicht „France“ lautet.

`with_original_value`: Führen Sie die Namen der Sängerinnen und Sänger auf, deren Staatsbürgerschaft nicht "Frankreich" lautet.

## Results

| Model |  EN | DE |  ES |  FR |  JA |  ZH |  VI | 
| ------ | ----: | ----: | ----: | ----: | ----: | ----: | ----: |
| Paper Report |  68.8 | 64.8 | 67.4 | 65.3 | 60.2 | 66.1 | 67.1 | 
| Released Model |  69.5 | 65.1 | 68.1 | 66.7 | 60.9 | 67.4 | 69.1 | 

## Citation
If you use our dataset or codebase, please cite our paper:
```
@inproceedings{Dou2022MultiSpiderTB,
  title={MultiSpider: Towards Benchmarking Multilingual Text-to-SQL Semantic Parsing},
  author={Longxu Dou and Yan Gao and Mingyang Pan and Dingzirui Wang and Wanxiang Che and Dechen Zhan and Jian-Guang Lou},
  booktitle={AAAI Conference on Artificial Intelligence},
  year={2023},
  url={https://ojs.aaai.org/index.php/AAAI/article/view/26499/26271}
}
```