| # Wikitext | |
| ### Paper | |
| Pointer Sentinel Mixture Models | |
| https://arxiv.org/pdf/1609.07843.pdf | |
| The WikiText language modeling dataset is a collection of over 100 million tokens | |
| extracted from the set of verified Good and Featured articles on Wikipedia. | |
| NOTE: This `Task` is based on WikiText-2. | |
| Homepage: https://www.salesforce.com/products/einstein/ai-research/the-wikitext-dependency-language-modeling-dataset/ | |
| ### Citation | |
| ``` | |
| @misc{merity2016pointer, | |
| title={Pointer Sentinel Mixture Models}, | |
| author={Stephen Merity and Caiming Xiong and James Bradbury and Richard Socher}, | |
| year={2016}, | |
| eprint={1609.07843}, | |
| archivePrefix={arXiv}, | |
| primaryClass={cs.CL} | |
| } | |
| ``` | |
| ### Groups and Tasks | |
| #### Groups | |
| * Not part of a group yet. | |
| #### Tasks | |
| * `wikitext`: measure perplexity on the Wikitext dataset, via rolling loglikelihoods. | |
| ### Checklist | |
| * [x] Is the task an existing benchmark in the literature? | |
| * [x] Have you referenced the original paper that introduced the task? | |
| * [ ] If yes, does the original paper provide a reference implementation? If so, have you checked against the reference implementation and documented how to run such a test? | |
| If other tasks on this dataset are already supported: | |
| * [x] Is the "Main" variant of this task clearly denoted? | |
| * [x] Have you provided a short sentence in a README on what each new variant adds / evaluates? | |
| * [ ] Have you noted which, if any, published evaluation setups are matched by this variant? | |