---
pretty_name: HELM Scenarios
---

# HELM Scenarios

This repository contains mirrors of datasets that are used as scenarios by [`crfm-helm`](https://github.com/stanford-crfm/helm/).

## Scenarios

### TURL Column Type Annotation

The subfolder `turl-column-type-annotation` contains files for the table column type annotation task from the [TURL paper](https://arxiv.org/abs/2006.14806). No modifications were made to these files.

The [TURL dataset](https://github.com/sunlab-osu/TURL) by Xiang Deng, Huan Sun, Alyssa Lees, You Wu, and Cong Yu is licensed under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/). The TURL dataset was modified from the [TabEL dataset](https://github.com/sunlab-osu/TabEL) by Chandra Sekhar Bhagavatula, Thanapon Noraset, Doug Downey, which is licensed under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/).

### Bird-SQL Mini-Dev

[BIRD-SQL Mini-Dev](https://github.com/bird-bench/mini_dev) is a light development dataset that is based on the full [BIRD-SQL dataset](https://bird-bench.github.io/) for evaluating text-to-SQL models. This mirror contains only questions, and not databases.

It was downloaded from [this URL](https://bird-bench.oss-cn-beijing.aliyuncs.com/minidev.zip) following instructions from [GitHub issue #1](https://github.com/bird-bench/mini_dev/issues/1). and post-processed to remove duplicate questions identified in [GitHub issue #17](https://github.com/bird-bench/mini_dev/issues/17).

The BIRD-SQL Mini-Dev dataset by Jinyang Li, Binyuan Hui, Ge Qu, Jiaxi Yang, Binhua Li, Bowen Li, Bailin Wang, Bowen Qin, Rongyu Cao, Ruiying Geng, Nan Huo, Xuanhe Zhou, Chenhao Ma, Guoliang Li, Kevin C.C. Chang, Fei Huang, Reynold Cheng and Yongbin Li is licensed under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/).