Update files from the datasets library (from 1.2.0)

Release notes: https://github.com/huggingface/datasets/releases/tag/1.2.0

.gitattributes

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+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bin.* filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
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README.md

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+---
+annotations_creators:
+- crowdsourced
+language_creators:
+- crowdsourced
+languages:
+- en
+licenses:
+- cc-by-sa-4-0
+multilinguality:
+- monolingual
+size_categories:
+- 1K<n<10K
+source_datasets:
+- original
+task_categories:
+- text-scoring
+task_ids:
+- text-scoring-other-bias-evaluation
+---
+
+# Dataset Card Creation Guide
+
+## Table of Contents
+- [Dataset Description](#dataset-description)
+  - [Dataset Summary](#dataset-summary)
+  - [Supported Tasks](#supported-tasks-and-leaderboards)
+  - [Languages](#languages)
+- [Dataset Structure](#dataset-structure)
+  - [Data Instances](#data-instances)
+  - [Data Fields](#data-instances)
+  - [Data Splits](#data-instances)
+- [Dataset Creation](#dataset-creation)
+  - [Curation Rationale](#curation-rationale)
+  - [Source Data](#source-data)
+  - [Annotations](#annotations)
+  - [Personal and Sensitive Information](#personal-and-sensitive-information)
+- [Considerations for Using the Data](#considerations-for-using-the-data)
+  - [Social Impact of Dataset](#social-impact-of-dataset)
+  - [Discussion of Biases](#discussion-of-biases)
+  - [Other Known Limitations](#other-known-limitations)
+- [Additional Information](#additional-information)
+  - [Dataset Curators](#dataset-curators)
+  - [Licensing Information](#licensing-information)
+  - [Citation Information](#citation-information)
+
+## Dataset Description
+
+- **Homepage:** [Add homepage URL here if available (unless it's a GitHub repository)]()
+- **Repository:** [If the dataset is hosted on github or has a github homepage, add URL here]()
+- **Paper:** [If the dataset was introduced by a paper or there was a paper written describing the dataset, add URL here (landing page for Arxiv paper preferred)]()
+- **Leaderboard:** [If the dataset supports an active leaderboard, add link here]()
+- **Point of Contact:** [If known, name and email of at least one person the reader can contact for questions about the dataset.]()
+
+### Dataset Summary
+
+[More Information Needed]
+
+### Supported Tasks and Leaderboards
+
+[More Information Needed]
+
+### Languages
+
+[More Information Needed]
+
+## Dataset Structure
+
+### Data Instances
+
+[More Information Needed]
+
+### Data Fields
+
+[More Information Needed]
+
+### Data Splits
+
+[More Information Needed]
+## Dataset Creation
+
+### Curation Rationale
+
+[More Information Needed]
+
+### Source Data
+
+[More Information Needed]
+
+#### Initial Data Collection and Normalization
+
+[More Information Needed]
+
+#### Who are the source language producers?
+
+[More Information Needed]
+
+### Annotations
+
+[More Information Needed]
+
+#### Annotation process
+
+[More Information Needed]
+
+#### Who are the annotators?
+
+[More Information Needed]
+
+### Personal and Sensitive Information
+
+[More Information Needed]
+
+## Considerations for Using the Data
+
+### Social Impact of Dataset
+
+[More Information Needed]
+
+### Discussion of Biases
+
+[More Information Needed]
+
+### Other Known Limitations
+
+[More Information Needed]
+
+## Additional Information
+
+### Dataset Curators
+
+[More Information Needed]
+
+### Licensing Information
+
+[More Information Needed]
+
+### Citation Information
+
+[More Information Needed]

crows_pairs.py

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+# coding=utf-8
+# Copyright 2020 The HuggingFace Datasets Authors.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""CrowS-Pairs: A Challenge Dataset for Measuring Social Biases in Masked Language Models"""
+
+from __future__ import absolute_import, division, print_function
+
+import csv
+import json
+
+import datasets
+
+
+_CITATION = """\
+@inproceedings{nangia2020crows,
+    title = "{CrowS-Pairs: A Challenge Dataset for Measuring Social Biases in Masked Language Models}",
+    author = "Nangia, Nikita  and
+      Vania, Clara  and
+      Bhalerao, Rasika  and
+      Bowman, Samuel R.",
+    booktitle = "Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing",
+    month = nov,
+    year = "2020",
+    address = "Online",
+    publisher = "Association for Computational Linguistics"
+}
+"""
+
+_DESCRIPTION = """\
+CrowS-Pairs, a challenge dataset for measuring the degree to which U.S. stereotypical biases present in the masked language models (MLMs).
+"""
+
+
+_URL = "https://raw.githubusercontent.com/nyu-mll/crows-pairs/master/data/crows_pairs_anonymized.csv"
+
+_BIAS_TYPES = [
+    "race-color",
+    "socioeconomic",
+    "gender",
+    "disability",
+    "nationality",
+    "sexual-orientation",
+    "physical-appearance",
+    "religion",
+    "age",
+]
+
+_STEREOTYPICAL_DIRECTIONS = ["stereo", "antistereo"]
+
+
+class CrowsPairs(datasets.GeneratorBasedBuilder):
+    "CrowS-Pairs: A Challenge Dataset for Measuring Social Biases in Masked Language Models"
+
+    VERSION = datasets.Version("1.0.0")
+    BUILDER_CONFIGS = [
+        datasets.BuilderConfig(
+            name="crows_pairs",
+            version=datasets.Version("1.0.0", ""),
+        ),
+    ]
+
+    def _info(self):
+        return datasets.DatasetInfo(
+            description=_DESCRIPTION,
+            features=datasets.Features(
+                {
+                    "id": datasets.Value("int32"),
+                    "sent_more": datasets.Value("string"),
+                    "sent_less": datasets.Value("string"),
+                    "stereo_antistereo": datasets.ClassLabel(names=_STEREOTYPICAL_DIRECTIONS),
+                    "bias_type": datasets.ClassLabel(names=_BIAS_TYPES),
+                    "annotations": datasets.Sequence(datasets.Sequence(datasets.ClassLabel(names=_BIAS_TYPES))),
+                    "anon_writer": datasets.Value("string"),
+                    "anon_annotators": datasets.Sequence(datasets.Value("string")),
+                },
+            ),
+            supervised_keys=None,
+            citation=_CITATION,
+            homepage="https://github.com/nyu-mll/crows-pairs",
+        )
+
+    def _split_generators(self, dl_manager):
+        filepath = dl_manager.download(_URL)
+        return [
+            datasets.SplitGenerator(name=datasets.Split.TEST, gen_kwargs={"filepath": filepath}),
+        ]
+
+    def _generate_examples(self, filepath):
+        with open(filepath, encoding="utf-8") as f:
+            rows = csv.DictReader(f)
+            for i, row in enumerate(rows):
+                row["annotations"] = json.loads(row["annotations"].replace("'", '"'))
+                row["anon_annotators"] = json.loads(row["anon_annotators"].replace("'", '"'))
+                row["id"] = int(row.pop(""))
+                yield i, row

dataset_infos.json

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+{"crows_pairs": {"description": "CrowS-Pairs, a challenge dataset for measuring the degree to which U.S. stereotypical biases present in the masked language models (MLMs).\n", "citation": "@inproceedings{nangia2020crows,\n    title = \"{CrowS-Pairs: A Challenge Dataset for Measuring Social Biases in Masked Language Models}\",\n    author = \"Nangia, Nikita  and\n      Vania, Clara  and\n      Bhalerao, Rasika  and\n      Bowman, Samuel R.\",\n    booktitle = \"Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing\",\n    month = nov,\n    year = \"2020\",\n    address = \"Online\",\n    publisher = \"Association for Computational Linguistics\"\n}\n", "homepage": "https://github.com/nyu-mll/crows-pairs", "license": "", "features": {"id": {"dtype": "int32", "id": null, "_type": "Value"}, "sent_more": {"dtype": "string", "id": null, "_type": "Value"}, "sent_less": {"dtype": "string", "id": null, "_type": "Value"}, "stereo_antistereo": {"num_classes": 2, "names": ["stereo", "antistereo"], "names_file": null, "id": null, "_type": "ClassLabel"}, "bias_type": {"num_classes": 9, "names": ["race-color", "socioeconomic", "gender", "disability", "nationality", "sexual-orientation", "physical-appearance", "religion", "age"], "names_file": null, "id": null, "_type": "ClassLabel"}, "annotations": {"feature": {"feature": {"num_classes": 9, "names": ["race-color", "socioeconomic", "gender", "disability", "nationality", "sexual-orientation", "physical-appearance", "religion", "age"], "names_file": null, "id": null, "_type": "ClassLabel"}, "length": -1, "id": null, "_type": "Sequence"}, "length": -1, "id": null, "_type": "Sequence"}, "anon_writer": {"dtype": "string", "id": null, "_type": "Value"}, "anon_annotators": {"feature": {"dtype": "string", "id": null, "_type": "Value"}, "length": -1, "id": null, "_type": "Sequence"}}, "post_processed": null, "supervised_keys": null, "builder_name": "crows_pairs", "config_name": "crows_pairs", "version": {"version_str": "1.0.0", "description": "", "major": 1, "minor": 0, "patch": 0}, "splits": {"test": {"name": "test", "num_bytes": 419976, "num_examples": 1508, "dataset_name": "crows_pairs"}}, "download_checksums": {"https://raw.githubusercontent.com/nyu-mll/crows-pairs/master/data/crows_pairs_anonymized.csv": {"num_bytes": 437764, "checksum": "dfb36986ce0502abbaf7055b9176da3d08d48e07df1251991b5dfbcbceab9d0c"}}, "download_size": 437764, "post_processing_size": null, "dataset_size": 419976, "size_in_bytes": 857740}}

dummy/crows_pairs/1.0.0/dummy_data.zip

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