| --- |
| license: mit |
| language: |
| - en |
| task_categories: |
| - text-generation |
| pretty_name: COLLIE |
| size_categories: |
| - 1K<n<10K |
| configs: |
| - config_name: default |
| data_files: |
| - split: test |
| path: test.parquet |
| --- |
| |
| # COLLIE: Systematic Construction of Constrained Text Generation Tasks |
|
|
| - Paper: https://arxiv.org/abs/2307.08689 |
| - Code / original data: https://github.com/princeton-nlp/Collie (MIT) |
| - Source file: `https://collie-benchmark.github.io/data/all_data.dill` |
|
|
| ## Contents |
|
|
| 1,306 constrained-generation instances (one `test` split) covering 13 constraint |
| structures across word, sentence, paragraph and passage level. Text is drawn from |
| Wikipedia, Project Gutenberg, CC-News and an English word list. |
|
|
| | column | type | description | |
| |---|---|---| |
| | `source` | str | `wiki`, `guten`, `ccnews` or `english` | |
| | `constraint_id` | str | one of `c01`–`c05`, `c06a`, `c07`–`c12`, `c14` (paper Table 1) | |
| | `constraint` | str | human-readable rendering of the constraint structure | |
| | `prompt` | str | natural-language instruction given to the model | |
| | `example` | str | a reference text from the corpus that satisfies the constraint | |
| | `targets` | str (JSON) | instance-specific constraint values (int, list of str, …) | |
| | `metadata` | str (JSON) | source document metadata (title, index, author) | |
|
|
|
|
| ## Citation |
|
|
| ```bibtex |
| @misc{yao2023collie, |
| title={{COLLIE}: Systematic Construction of Constrained Text Generation Tasks}, |
| author={Shunyu Yao and Howard Chen and Austin W. Hanjie and Runzhe Yang and Karthik Narasimhan}, |
| year={2023}, |
| eprint={2307.08689}, |
| archivePrefix={arXiv}, |
| primaryClass={cs.CL} |
| } |
| ``` |
