Datasets:
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README.md
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language_creators:
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- found
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- en
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license:
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- apache-2.0
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multilinguality:
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- monolingual
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pretty_name:
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size_categories:
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- 100K<n<1M
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source_datasets: []
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---
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# Dataset Card for "
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## Table of Contents
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- [Dataset Description](#dataset-description)
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## Dataset Description
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- **Homepage:** https://ethanperez.net/
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- **Repository:** https://github.com/JunShern/few-shot-adaptation
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- **Paper:**
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- **Point of Contact:** junshern@nyu.edu, perez@nyu.edu
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### Dataset Summary
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The
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There are several dataset versions available:
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### Supported Tasks and Leaderboards
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### Data Splits
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The
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## Dataset Creation
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#### Annotation process
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Manual annotation was only carried out for the [
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#### Who are the annotators?
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### Citation Information
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```
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@misc{https://ethanperez.net/
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author = {Chan, Jun Shern and Pieler, Michael and Jao, Jonathan and Scheurer, Jérémy and Perez, Ethan},
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title = {
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publisher = {arXiv},
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year = {2022},
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}
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```
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language_creators:
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- found
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language:
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- en
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license:
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- apache-2.0
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multilinguality:
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- monolingual
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pretty_name: UnpredicTable-phonearena-com
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size_categories:
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- 100K<n<1M
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source_datasets: []
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---
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# Dataset Card for "UnpredicTable-phonearena-com" - Dataset of Few-shot Tasks from Tables
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## Table of Contents
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- [Dataset Description](#dataset-description)
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## Dataset Description
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- **Homepage:** https://ethanperez.net/unpredictable
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- **Repository:** https://github.com/JunShern/few-shot-adaptation
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- **Paper:** Few-shot Adaptation Works with UnpredicTable Data
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- **Point of Contact:** junshern@nyu.edu, perez@nyu.edu
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### Dataset Summary
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The UnpredicTable dataset consists of web tables formatted as few-shot tasks for fine-tuning language models to improve their few-shot performance.
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There are several dataset versions available:
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* [UnpredicTable-full](https://huggingface.co/datasets/MicPie/unpredictable_full): Starting from the initial WTC corpus of 50M tables, we apply our tables-to-tasks procedure to produce our resulting dataset, [UnpredicTable-full](https://huggingface.co/datasets/MicPie/unpredictable_full), which comprises 413,350 tasks from 23,744 unique websites.
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* [UnpredicTable-unique](https://huggingface.co/datasets/MicPie/unpredictable_unique): This is the same as [UnpredicTable-full](https://huggingface.co/datasets/MicPie/unpredictable_full) but filtered to have a maximum of one task per website. [UnpredicTable-unique](https://huggingface.co/datasets/MicPie/unpredictable_unique) contains exactly 23,744 tasks from 23,744 websites.
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* [UnpredicTable-5k](https://huggingface.co/datasets/MicPie/unpredictable_5k): This dataset contains 5k random tables from the full dataset.
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* UnpredicTable data subsets based on a manual human quality rating (please see our publication for details of the ratings):
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* [UnpredicTable-rated-low](https://huggingface.co/datasets/MicPie/unpredictable_rated-low)
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* [UnpredicTable-rated-medium](https://huggingface.co/datasets/MicPie/unpredictable_rated-medium)
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* [UnpredicTable-rated-high](https://huggingface.co/datasets/MicPie/unpredictable_rated-high)
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* UnpredicTable data subsets based on the website of origin:
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* [UnpredicTable-baseball-fantasysports-yahoo-com](https://huggingface.co/datasets/MicPie/unpredictable_baseball-fantasysports-yahoo-com)
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* [UnpredicTable-bulbapedia-bulbagarden-net](https://huggingface.co/datasets/MicPie/unpredictable_bulbapedia-bulbagarden-net)
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* [UnpredicTable-cappex-com](https://huggingface.co/datasets/MicPie/unpredictable_cappex-com)
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* [UnpredicTable-cram-com](https://huggingface.co/datasets/MicPie/unpredictable_cram-com)
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* [UnpredicTable-dividend-com](https://huggingface.co/datasets/MicPie/unpredictable_dividend-com)
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* [UnpredicTable-dummies-com](https://huggingface.co/datasets/MicPie/unpredictable_dummies-com)
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* [UnpredicTable-en-wikipedia-org](https://huggingface.co/datasets/MicPie/unpredictable_en-wikipedia-org)
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* [UnpredicTable-ensembl-org](https://huggingface.co/datasets/MicPie/unpredictable_ensembl-org)
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* [UnpredicTable-gamefaqs-com](https://huggingface.co/datasets/MicPie/unpredictable_gamefaqs-com)
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* [UnpredicTable-mgoblog-com](https://huggingface.co/datasets/MicPie/unpredictable_mgoblog-com)
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* [UnpredicTable-mmo-champion-com](https://huggingface.co/datasets/MicPie/unpredictable_mmo-champion-com)
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* [UnpredicTable-msdn-microsoft-com](https://huggingface.co/datasets/MicPie/unpredictable_msdn-microsoft-com)
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* [UnpredicTable-phonearena-com](https://huggingface.co/datasets/MicPie/unpredictable_phonearena-com)
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* [UnpredicTable-sittercity-com](https://huggingface.co/datasets/MicPie/unpredictable_sittercity-com)
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* [UnpredicTable-sporcle-com](https://huggingface.co/datasets/MicPie/unpredictable_sporcle-com)
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* [UnpredicTable-studystack-com](https://huggingface.co/datasets/MicPie/unpredictable_studystack-com)
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* [UnpredicTable-support-google-com](https://huggingface.co/datasets/MicPie/unpredictable_support-google-com)
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* [UnpredicTable-w3-org](https://huggingface.co/datasets/MicPie/unpredictable_w3-org)
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* [UnpredicTable-wiki-openmoko-org](https://huggingface.co/datasets/MicPie/unpredictable_wiki-openmoko-org)
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* [UnpredicTable-wkdu-org](https://huggingface.co/datasets/MicPie/unpredictable_wkdu-org)
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* UnpredicTable data subsets based on clustering (for the clustering details please see our publication):
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* [UnpredicTable-cluster00](https://huggingface.co/datasets/MicPie/unpredictable_cluster00)
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* [UnpredicTable-cluster01](https://huggingface.co/datasets/MicPie/unpredictable_cluster01)
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* [UnpredicTable-cluster02](https://huggingface.co/datasets/MicPie/unpredictable_cluster02)
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* [UnpredicTable-cluster03](https://huggingface.co/datasets/MicPie/unpredictable_cluster03)
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* [UnpredicTable-cluster04](https://huggingface.co/datasets/MicPie/unpredictable_cluster04)
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* [UnpredicTable-cluster05](https://huggingface.co/datasets/MicPie/unpredictable_cluster05)
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* [UnpredicTable-cluster06](https://huggingface.co/datasets/MicPie/unpredictable_cluster06)
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* [UnpredicTable-cluster07](https://huggingface.co/datasets/MicPie/unpredictable_cluster07)
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* [UnpredicTable-cluster08](https://huggingface.co/datasets/MicPie/unpredictable_cluster08)
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* [UnpredicTable-cluster09](https://huggingface.co/datasets/MicPie/unpredictable_cluster09)
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* [UnpredicTable-cluster10](https://huggingface.co/datasets/MicPie/unpredictable_cluster10)
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* [UnpredicTable-cluster11](https://huggingface.co/datasets/MicPie/unpredictable_cluster11)
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* [UnpredicTable-cluster12](https://huggingface.co/datasets/MicPie/unpredictable_cluster12)
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* [UnpredicTable-cluster13](https://huggingface.co/datasets/MicPie/unpredictable_cluster13)
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* [UnpredicTable-cluster14](https://huggingface.co/datasets/MicPie/unpredictable_cluster14)
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* [UnpredicTable-cluster15](https://huggingface.co/datasets/MicPie/unpredictable_cluster15)
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* [UnpredicTable-cluster16](https://huggingface.co/datasets/MicPie/unpredictable_cluster16)
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* [UnpredicTable-cluster17](https://huggingface.co/datasets/MicPie/unpredictable_cluster17)
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* [UnpredicTable-cluster18](https://huggingface.co/datasets/MicPie/unpredictable_cluster18)
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* [UnpredicTable-cluster19](https://huggingface.co/datasets/MicPie/unpredictable_cluster19)
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* [UnpredicTable-cluster20](https://huggingface.co/datasets/MicPie/unpredictable_cluster20)
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* [UnpredicTable-cluster21](https://huggingface.co/datasets/MicPie/unpredictable_cluster21)
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* [UnpredicTable-cluster22](https://huggingface.co/datasets/MicPie/unpredictable_cluster22)
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* [UnpredicTable-cluster23](https://huggingface.co/datasets/MicPie/unpredictable_cluster23)
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* [UnpredicTable-cluster24](https://huggingface.co/datasets/MicPie/unpredictable_cluster24)
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* [UnpredicTable-cluster25](https://huggingface.co/datasets/MicPie/unpredictable_cluster25)
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* [UnpredicTable-cluster26](https://huggingface.co/datasets/MicPie/unpredictable_cluster26)
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* [UnpredicTable-cluster27](https://huggingface.co/datasets/MicPie/unpredictable_cluster27)
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* [UnpredicTable-cluster28](https://huggingface.co/datasets/MicPie/unpredictable_cluster28)
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* [UnpredicTable-cluster29](https://huggingface.co/datasets/MicPie/unpredictable_cluster29)
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* [UnpredicTable-cluster-noise](https://huggingface.co/datasets/MicPie/unpredictable_cluster-noise)
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### Supported Tasks and Leaderboards
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### Data Splits
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The UnpredicTable datasets do not come with additional data splits.
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## Dataset Creation
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#### Annotation process
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Manual annotation was only carried out for the [UnpredicTable-rated-low](https://huggingface.co/datasets/MicPie/unpredictable_rated-low),
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[UnpredicTable-rated-medium](https://huggingface.co/datasets/MicPie/unpredictable_rated-medium), and [UnpredicTable-rated-high](https://huggingface.co/datasets/MicPie/unpredictable_rated-high) data subsets to rate task quality. Detailed instructions of the annotation instructions can be found in our publication.
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#### Who are the annotators?
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### Citation Information
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```
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@misc{https://ethanperez.net/unpredictable,
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author = {Chan, Jun Shern and Pieler, Michael and Jao, Jonathan and Scheurer, Jérémy and Perez, Ethan},
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title = {Few-shot Adaptation Works with UnpredicTable Data},
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publisher = {arXiv},
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year = {2022},
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}
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```
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data/{adaptable_phonearena.com.jsonl → unpredictable_phonearena-com.jsonl}
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adaptable_phonearena.com.py → unpredictable_phonearena-com.py
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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"""This loads the
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import json
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import os
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import datasets
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_CITATION = """\
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@misc{https://ethanperez.net/
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author = {Chan, Jun Shern and Pieler, Michael and Jao, Jonathan and Scheurer, Jérémy and Perez, Ethan},
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title = {Exploring Few-Shot Adaptation of Language Models with Tables},
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publisher = {arXiv},
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year = {2022},
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}
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"""
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_DESCRIPTION = """\
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The
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"""
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_HOMEPAGE = "https://ethanperez.net/
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_LICENSE = "Apache 2.0"
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_URL = "https://huggingface.co/datasets/MicPie/
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logger = datasets.logging.get_logger(__name__)
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class
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"""
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"""
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VERSION = datasets.Version("1.0.0")
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"outputColName": data["outputColName"],
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"url": data["url"],
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"wdcFile": data["wdcFile"],
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}
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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"""This loads the UnpredicTable-phonearena-com dataset."""
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import json
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import os
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import datasets
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_CITATION = """\
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@misc{https://ethanperez.net/unpredictable, author = {Chan, Jun Shern and Pieler, Michael and Jao, Jonathan and Scheurer, Jérémy and Perez, Ethan}, title = {Exploring Few-Shot Adaptation of Language Models with Tables}, publisher = {arXiv}, year = {2022}}
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"""
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_DESCRIPTION = """\
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The UnpredicTable dataset consists of web tables formatted as few-shot tasks for fine-tuning language models to improve their few-shot performance. For more details please see the accompanying dataset card.
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"""
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_HOMEPAGE = "https://ethanperez.net/unpredictable"
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_LICENSE = "Apache 2.0"
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_URL = "https://huggingface.co/datasets/MicPie/unpredictable_phonearena-com/resolve/main/data/unpredictable_phonearena-com.jsonl"
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logger = datasets.logging.get_logger(__name__)
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class UnpredicTable(datasets.GeneratorBasedBuilder):
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"""
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The UnpredicTable dataset consists of web tables formatted as few-shot tasks for fine-tuning language models to improve their few-shot performance. For more details please see the accompanying dataset card.
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"""
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VERSION = datasets.Version("1.0.0")
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"outputColName": data["outputColName"],
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"url": data["url"],
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"wdcFile": data["wdcFile"],
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}
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