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README.md

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----
-annotations_creators:
-- crowdsourced
-- expert-generated
-language_creators:
-- found
-language:
-- en
-license:
-- unknown
-multilinguality:
-- monolingual
-size_categories:
-- 1K<n<10K
-source_datasets:
-- extended|wikipedia
-- original
-task_categories:
-- text-classification
-- text-retrieval
-task_ids:
-- text-scoring
-- fact-checking
-- fact-checking-retrieval
-- semantic-similarity-scoring
-- multi-input-text-classification
-paperswithcode_id: climate-fever
-pretty_name: ClimateFever
-dataset_info:
-  features:
-  - name: claim_id
-    dtype: string
-  - name: claim
-    dtype: string
-  - name: claim_label
-    dtype:
-      class_label:
-        names:
-          0: SUPPORTS
-          1: REFUTES
-          2: NOT_ENOUGH_INFO
-          3: DISPUTED
-  - name: evidences
-    list:
-    - name: evidence_id
-      dtype: string
-    - name: evidence_label
-      dtype:
-        class_label:
-          names:
-            0: SUPPORTS
-            1: REFUTES
-            2: NOT_ENOUGH_INFO
-    - name: article
-      dtype: string
-    - name: evidence
-      dtype: string
-    - name: entropy
-      dtype: float32
-    - name: votes
-      list: string
-  splits:
-  - name: test
-    num_bytes: 2429272
-    num_examples: 1535
-  download_size: 687133
-  dataset_size: 2429272
----
-
-# Dataset Card for ClimateFever
-
-## Table of Contents
-- [Dataset Description](#dataset-description)
-  - [Dataset Summary](#dataset-summary)
-  - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
-  - [Languages](#languages)
-- [Dataset Structure](#dataset-structure)
-  - [Data Instances](#data-instances)
-  - [Data Fields](#data-fields)
-  - [Data Splits](#data-splits)
-- [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)
-  - [Contributions](#contributions)
-
-## Dataset Description
-
-- **Homepage:** [CLIMATE-FEVER homepage](http://climatefever.ai)
-- **Repository:** [CLIMATE-FEVER repository](https://github.com/tdiggelm/climate-fever-dataset)
-- **Paper:** [CLIMATE-FEVER: A Dataset for Verification of Real-World Climate Claims](https://arxiv.org/abs/2012.00614)
-- **Leaderboard:** [Needs More Information]
-- **Point of Contact:** [Thomas Diggelmann](mailto:thomasdi@student.ethz.ch)
-
-### Dataset Summary
-
-A dataset adopting the FEVER methodology that consists of 1,535 real-world claims regarding climate-change collected on the internet. Each claim is accompanied by five manually annotated evidence sentences retrieved from the English Wikipedia that support, refute or do not give enough information to validate the claim totalling in 7,675 claim-evidence pairs. The dataset features challenging claims that relate multiple facets and disputed cases of claims where both supporting and refuting evidence are present.
-
-### Supported Tasks and Leaderboards
-
-[Needs More Information]
-
-### Languages
-
-The text in the dataset is in English, as found in real-world claims about climate-change on the Internet. The associated BCP-47 code is `en`.
-
-## Dataset Structure
-
-### Data Instances
-
-```
-{
-  "claim_id": "0",
-  "claim": "Global warming is driving polar bears toward extinction",
-  "claim_label": 0,  # "SUPPORTS"
-  "evidences": [
-    {
-     "evidence_id": "Extinction risk from global warming:170",
-     "evidence_label": 2,  # "NOT_ENOUGH_INFO"
-     "article": "Extinction risk from global warming",
-     "evidence": "\"Recent Research Shows Human Activity Driving Earth Towards Global Extinction Event\".",
-     "entropy": 0.6931471805599453,
-     "votes": [
-      "SUPPORTS",
-      "NOT_ENOUGH_INFO",
-      null,
-      null,
-      null
-     ]
-    },
-    {
-     "evidence_id": "Global warming:14",
-     "evidence_label": 0,  # "SUPPORTS"
-     "article": "Global warming",
-     "evidence": "Environmental impacts include the extinction or relocation of many species as their ecosystems change, most immediately the environments of coral reefs, mountains, and the Arctic.",
-     "entropy": 0.0,
-     "votes": [
-      "SUPPORTS",
-      "SUPPORTS",
-      null,
-      null,
-      null
-     ]
-    },
-    {
-     "evidence_id": "Global warming:178",
-     "evidence_label": 2,  # "NOT_ENOUGH_INFO"
-     "article": "Global warming",
-     "evidence": "Rising temperatures push bees to their physiological limits, and could cause the extinction of bee populations.",
-     "entropy": 0.6931471805599453,
-     "votes": [
-      "SUPPORTS",
-      "NOT_ENOUGH_INFO",
-      null,
-      null,
-      null
-     ]
-    },
-    {
-     "evidence_id": "Habitat destruction:61",
-     "evidence_label": 0,  # "SUPPORTS"
-     "article": "Habitat destruction",
-     "evidence": "Rising global temperatures, caused by the greenhouse effect, contribute to habitat destruction, endangering various species, such as the polar bear.",
-     "entropy": 0.0,
-     "votes": [
-      "SUPPORTS",
-      "SUPPORTS",
-      null,
-      null,
-      null
-     ]
-    },
-    {
-     "evidence_id": "Polar bear:1328",
-     "evidence_label": 2,  # "NOT_ENOUGH_INFO"
-     "article": "Polar bear",
-     "evidence": "\"Bear hunting caught in global warming debate\".",
-     "entropy": 0.6931471805599453,
-     "votes": [
-      "SUPPORTS",
-      "NOT_ENOUGH_INFO",
-      null,
-      null,
-      null
-     ]
-    }
-  ]
-}
-```
-
-### Data Fields
-
-- `claim_id`: a `string` feature, unique claim identifier.
-- `claim`: a `string` feature, claim text.
-- `claim_label`: a `int` feature, overall label assigned to claim (based on evidence majority vote). The label correspond to 0: "supports", 1: "refutes", 2: "not enough info" and 3: "disputed".
-- `evidences`: a list of evidences with fields:
- - `evidence_id`: a `string` feature,  unique evidence identifier.
- - `evidence_label`: a `int` feature, micro-verdict label. The label correspond to 0: "supports", 1: "refutes" and 2: "not enough info".
- - `article`: a `string` feature, title of source article (Wikipedia page).
- - `evidence`: a `string` feature, evidence sentence.
- - `entropy`: a `float32` feature, entropy reflecting uncertainty of `evidence_label`.
- - `votes`: a `list` of `string` features, corresponding to individual votes.
-
-### Data Splits
-
-This benchmark dataset currently consists of a single data split `test` that consists of 1,535 claims or 7,675 claim-evidence pairs.
-
-## Dataset Creation
-
-### Curation Rationale
-
-[Needs More Information]
-
-### Source Data
-
-#### Initial Data Collection and Normalization
-
-[Needs More Information]
-
-#### Who are the source language producers?
-
-[Needs More Information]
-
-### Annotations
-
-#### Annotation process
-
-[Needs More Information]
-
-#### Who are the annotators?
-
-[Needs More Information]
-
-### Personal and Sensitive Information
-
-[Needs More Information]
-
-## Considerations for Using the Data
-
-### Social Impact of Dataset
-
-[Needs More Information]
-
-### Discussion of Biases
-
-[Needs More Information]
-
-### Other Known Limitations
-
-[Needs More Information]
-
-## Additional Information
-
-### Dataset Curators
-
-[Needs More Information]
-
-### Licensing Information
-
-[Needs More Information]
-
-### Citation Information
-
-```bibtex
-@misc{diggelmann2020climatefever,
-      title={CLIMATE-FEVER: A Dataset for Verification of Real-World Climate Claims},
-      author={Thomas Diggelmann and Jordan Boyd-Graber and Jannis Bulian and Massimiliano Ciaramita and Markus Leippold},
-      year={2020},
-      eprint={2012.00614},
-      archivePrefix={arXiv},
-      primaryClass={cs.CL}
-}
-```
-
-### Contributions
-
-Thanks to [@tdiggelm](https://github.com/tdiggelm) for adding this dataset.

climate_fever.py

@@ -1,113 +0,0 @@
-# coding=utf-8
-# Copyright 2020 The HuggingFace Datasets Authors and the current dataset script contributor.
-#
-# 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.
-"""A dataset adopting the FEVER methodology that consists of 1,535 real-world claims regarding climate-change collected on the internet."""
-
-
-import json
-import os
-
-import datasets
-
-
-# Find for instance the citation on arxiv or on the dataset repo/website
-_CITATION = """\
-@misc{diggelmann2020climatefever,
-      title={CLIMATE-FEVER: A Dataset for Verification of Real-World Climate Claims},
-      author={Thomas Diggelmann and Jordan Boyd-Graber and Jannis Bulian and Massimiliano Ciaramita and Markus Leippold},
-      year={2020},
-      eprint={2012.00614},
-      archivePrefix={arXiv},
-      primaryClass={cs.CL}
-}
-"""
-
-# You can copy an official description
-_DESCRIPTION = """\
-A dataset adopting the FEVER methodology that consists of 1,535 real-world claims regarding climate-change collected on the internet. Each claim is accompanied by five manually annotated evidence sentences retrieved from the English Wikipedia that support, refute or do not give enough information to validate the claim totalling in 7,675 claim-evidence pairs. The dataset features challenging claims that relate multiple facets and disputed cases of claims where both supporting and refuting evidence are present.
-"""
-
-# dataset version (corresponds to release on GitHub)
-_VERSION = "1.0.1"
-
-# link to an official homepage
-_HOMEPAGE = "http://climatefever.ai"
-
-# TODO: Add the licence for the dataset here if you can find it
-_LICENSE = ""
-
-# url to dataset release on GitHub
-_URL = f"https://github.com/tdiggelm/climate-fever-dataset/archive/{_VERSION}.zip"
-
-
-class ClimateFever(datasets.GeneratorBasedBuilder):
-    """CLIMATE-FEVER: A dataset adopting the FEVER methodology that consists of 1,535 real-world claims regarding climate-change collected on the internet. Each claim is accompanied by five manually annotated evidence sentences retrieved from the English Wikipedia that support, refute or do not give enough information to validate the claim totalling in 7,675 claim-evidence pairs. The dataset features challenging claims that relate multiple facets and disputed cases of claims where both supporting and refuting evidence are present."""
-
-    VERSION = datasets.Version(_VERSION)
-
-    def _info(self):
-
-        features = datasets.Features(
-            {
-                "claim_id": datasets.Value("string"),
-                "claim": datasets.Value("string"),
-                "claim_label": datasets.ClassLabel(names=["SUPPORTS", "REFUTES", "NOT_ENOUGH_INFO", "DISPUTED"]),
-                "evidences": [
-                    {
-                        "evidence_id": datasets.Value("string"),
-                        "evidence_label": datasets.ClassLabel(names=["SUPPORTS", "REFUTES", "NOT_ENOUGH_INFO"]),
-                        "article": datasets.Value("string"),
-                        "evidence": datasets.Value("string"),
-                        "entropy": datasets.Value("float32"),
-                        "votes": [datasets.Value("string")],
-                    },
-                ],
-            }
-        )
-
-        return datasets.DatasetInfo(
-            # This is the description that will appear on the datasets page.
-            description=_DESCRIPTION,
-            # This defines the different columns of the dataset and their types
-            features=features,  # Here we define them above because they are different between the two configurations
-            # If there's a common (input, target) tuple from the features,
-            # specify them here. They'll be used if as_supervised=True in
-            # builder.as_dataset.
-            supervised_keys=None,
-            # Homepage of the dataset for documentation
-            homepage=_HOMEPAGE,
-            # License for the dataset if available
-            license=_LICENSE,
-            # Citation for the dataset
-            citation=_CITATION,
-        )
-
-    def _split_generators(self, dl_manager):
-        """Returns SplitGenerators."""
-        data_dir = dl_manager.download_and_extract(_URL)
-        data_dir = os.path.join(data_dir, f"climate-fever-dataset-{_VERSION}", "dataset")
-        return [
-            datasets.SplitGenerator(
-                name=datasets.Split.TEST,
-                # These kwargs will be passed to _generate_examples
-                gen_kwargs={"filepath": os.path.join(data_dir, "climate-fever.jsonl"), "split": "test"},
-            ),
-        ]
-
-    def _generate_examples(self, filepath, split):
-        """Yields examples."""
-        with open(filepath, encoding="utf-8") as f:
-            for id_, row in enumerate(f):
-                doc = json.loads(row)
-                yield id_, doc

dataset_infos.json

@@ -1 +0,0 @@
-{"default": {"description": "A dataset adopting the FEVER methodology that consists of 1,535 real-world claims regarding climate-change collected on the internet. Each claim is accompanied by five manually annotated evidence sentences retrieved from the English Wikipedia that support, refute or do not give enough information to validate the claim totalling in 7,675 claim-evidence pairs. The dataset features challenging claims that relate multiple facets and disputed cases of claims where both supporting and refuting evidence are present.\n", "citation": "@misc{diggelmann2020climatefever,\n      title={CLIMATE-FEVER: A Dataset for Verification of Real-World Climate Claims},\n      author={Thomas Diggelmann and Jordan Boyd-Graber and Jannis Bulian and Massimiliano Ciaramita and Markus Leippold},\n      year={2020},\n      eprint={2012.00614},\n      archivePrefix={arXiv},\n      primaryClass={cs.CL}\n}\n", "homepage": "http://climatefever.ai", "license": "", "features": {"claim_id": {"dtype": "string", "id": null, "_type": "Value"}, "claim": {"dtype": "string", "id": null, "_type": "Value"}, "claim_label": {"num_classes": 4, "names": ["SUPPORTS", "REFUTES", "NOT_ENOUGH_INFO", "DISPUTED"], "names_file": null, "id": null, "_type": "ClassLabel"}, "evidences": [{"evidence_id": {"dtype": "string", "id": null, "_type": "Value"}, "evidence_label": {"num_classes": 3, "names": ["SUPPORTS", "REFUTES", "NOT_ENOUGH_INFO"], "names_file": null, "id": null, "_type": "ClassLabel"}, "article": {"dtype": "string", "id": null, "_type": "Value"}, "evidence": {"dtype": "string", "id": null, "_type": "Value"}, "entropy": {"dtype": "float32", "id": null, "_type": "Value"}, "votes": [{"dtype": "string", "id": null, "_type": "Value"}]}]}, "post_processed": null, "supervised_keys": null, "builder_name": "climate_fever", "config_name": "default", "version": {"version_str": "1.0.1", "description": null, "major": 1, "minor": 0, "patch": 1}, "splits": {"test": {"name": "test", "num_bytes": 2429272, "num_examples": 1535, "dataset_name": "climate_fever"}}, "download_checksums": {"https://github.com/tdiggelm/climate-fever-dataset/archive/1.0.1.zip": {"num_bytes": 687133, "checksum": "ee059c9fb35d25ca03505e9ba476a9f511a1345f52c3b2d8d1851edd6b90c38e"}}, "download_size": 687133, "post_processing_size": null, "dataset_size": 2429272, "size_in_bytes": 3116405}}

default/climate_fever-test.parquet

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