Datasets:
				
			
			
	
			
			
	
		
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            license:
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            - monolingual
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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:** [email protected], [email protected]
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            ### Dataset Summary
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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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            - no-annotation
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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-studystack-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-studystack-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:** [email protected], [email protected]
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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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             | 
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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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             | 
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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_studystack.com.jsonl → unpredictable_studystack-com.jsonl}
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        adaptable_studystack.com.py → unpredictable_studystack-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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                The  | 
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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-studystack-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_studystack-com/resolve/main/data/unpredictable_studystack-com.jsonl"
         | 
| 35 |  | 
| 36 | 
             
            logger = datasets.logging.get_logger(__name__)
         | 
| 37 |  | 
| 38 |  | 
| 39 | 
            +
            class UnpredicTable(datasets.GeneratorBasedBuilder):
         | 
| 40 | 
             
                """
         | 
| 41 | 
            +
                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.
         | 
| 42 | 
             
                """
         | 
| 43 |  | 
| 44 | 
             
                VERSION = datasets.Version("1.0.0")
         | 
|  | |
| 88 | 
             
                                "outputColName": data["outputColName"],
         | 
| 89 | 
             
                                "url": data["url"],
         | 
| 90 | 
             
                                "wdcFile": data["wdcFile"],
         | 
| 91 | 
            +
                            }
         | 
