Update files from the datasets library (from 1.3.0)

Release notes: https://github.com/huggingface/datasets/releases/tag/1.3.0

README.md

@@ -54,6 +54,7 @@ task_ids:
   - [Dataset Curators](#dataset-curators)
   - [Licensing Information](#licensing-information)
   - [Citation Information](#citation-information)
+  - [Contributions](#contributions)
 
 ## Dataset Description
 
@@ -117,17 +118,18 @@ corresponding file in PAWS-Wiki.
 
 ### Data Splits
 
-The numbers of examples for each of the six languages are shown below:
+The numbers of examples for each of the seven languages are shown below:
 
 Language | Train   | Dev    | Test
 :------- | ------: | -----: | -----:
-fr       | 49,401  | 1,992  | 1,985
-es       | 49,401  | 1,962  | 1,999
-de       | 49,401  | 1,932  | 1,967
-zh       | 49,401  | 1,984  | 1,975
-ja       | 49,401  | 1,980  | 1,946
-ko       | 49,401  | 1,965  | 1,972
-Total    | 296,406 | 11,815 | 11,844
+en       | 49,401  | 2,000  | 2,000
+fr       | 49,401  | 2,000  | 2,000
+es       | 49,401  | 2,000  | 2,000
+de       | 49,401  | 2,000  | 2,000
+zh       | 49,401  | 2,000  | 2,000
+ja       | 49,401  | 2,000  | 2,000
+ko       | 49,401  | 2,000  | 2,000
+
 
 > **Caveat**: please note that the dev and test sets of PAWS-X are both sourced
 > from the dev set of PAWS-Wiki. As a consequence, the same `sentence 1` may
@@ -200,4 +202,7 @@ The dataset may be freely used for any purpose, although acknowledgement of Goog
   booktitle = {Proc. of EMNLP},
   year = {2019}
 }
-```
+```
+### Contributions
+
+Thanks to [@bhavitvyamalik](https://github.com/bhavitvyamalik), [@gowtham1997](https://github.com/gowtham1997) for adding this dataset.

dataset_infos.json

@@ -1 +1 @@
-{"en": {"description": "PAWS-X, a multilingual version of PAWS (Paraphrase Adversaries from Word Scrambling) for six languages.\n\nThis dataset contains 23,659 human translated PAWS evaluation pairs and 296,406 machine\ntranslated training pairs in six typologically distinct languages: French, Spanish, German,\nChinese, Japanese, and Korean. English language is available by default. All translated\npairs are sourced from examples in PAWS-Wiki.\n\nFor further details, see the accompanying paper: PAWS-X: A Cross-lingual Adversarial Dataset\nfor Paraphrase Identification (https://arxiv.org/abs/1908.11828)\n\nNOTE: There might be some missing or wrong labels in the dataset and we have replaced them with -1.\n", "citation": "@InProceedings{pawsx2019emnlp,\n  title = {{PAWS-X: A Cross-lingual Adversarial Dataset for Paraphrase Identification}},\n  author = {Yang, Yinfei and Zhang, Yuan and Tar, Chris and Baldridge, Jason},\n  booktitle = {Proc. of EMNLP},\n  year = {2019}\n}\n", "homepage": "https://github.com/google-research-datasets/paws/tree/master/pawsx", "license": "The dataset may be freely used for any purpose, although acknowledgement of Google LLC (\"Google\") as the data source would be appreciated. The dataset is provided \"AS IS\" without any warranty, express or implied. Google disclaims all liability for any damages, direct or indirect, resulting from the use of the dataset.", "features": {"id": {"dtype": "int32", "id": null, "_type": "Value"}, "sentence1": {"dtype": "string", "id": null, "_type": "Value"}, "sentence2": {"dtype": "string", "id": null, "_type": "Value"}, "label": {"num_classes": 2, "names": ["0", "1"], "names_file": null, "id": null, "_type": "ClassLabel"}}, "post_processed": null, "supervised_keys": null, "builder_name": "pawsx", "config_name": "en", "version": {"version_str": "1.1.0", "description": "", "major": 1, "minor": 1, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 12209260, "num_examples": 49202, "dataset_name": "pawsx"}, "test": {"name": "test", "num_bytes": 494734, "num_examples": 2000, "dataset_name": "pawsx"}, "validation": {"name": "validation", "num_bytes": 492287, "num_examples": 2000, "dataset_name": "pawsx"}}, "download_checksums": {"https://storage.googleapis.com/paws/pawsx/x-final.tar.gz": {"num_bytes": 30282057, "checksum": "4146db499101d66e68ae4c8ed3cf9dadecd625f44b7d8cf3d4a0fe93afc4fd9f"}}, "download_size": 30282057, "post_processing_size": null, "dataset_size": 13196281, "size_in_bytes": 43478338}, "de": {"description": "PAWS-X, a multilingual version of PAWS (Paraphrase Adversaries from Word Scrambling) for six languages.\n\nThis dataset contains 23,659 human translated PAWS evaluation pairs and 296,406 machine\ntranslated training pairs in six typologically distinct languages: French, Spanish, German,\nChinese, Japanese, and Korean. English language is available by default. All translated\npairs are sourced from examples in PAWS-Wiki.\n\nFor further details, see the accompanying paper: PAWS-X: A Cross-lingual Adversarial Dataset\nfor Paraphrase Identification (https://arxiv.org/abs/1908.11828)\n\nNOTE: There might be some missing or wrong labels in the dataset and we have replaced them with -1.\n", "citation": "@InProceedings{pawsx2019emnlp,\n  title = {{PAWS-X: A Cross-lingual Adversarial Dataset for Paraphrase Identification}},\n  author = {Yang, Yinfei and Zhang, Yuan and Tar, Chris and Baldridge, Jason},\n  booktitle = {Proc. of EMNLP},\n  year = {2019}\n}\n", "homepage": "https://github.com/google-research-datasets/paws/tree/master/pawsx", "license": "The dataset may be freely used for any purpose, although acknowledgement of Google LLC (\"Google\") as the data source would be appreciated. The dataset is provided \"AS IS\" without any warranty, express or implied. Google disclaims all liability for any damages, direct or indirect, resulting from the use of the dataset.", "features": {"id": {"dtype": "int32", "id": null, "_type": "Value"}, "sentence1": {"dtype": "string", "id": null, "_type": "Value"}, "sentence2": {"dtype": "string", "id": null, "_type": "Value"}, "label": {"num_classes": 2, "names": ["0", "1"], "names_file": null, "id": null, "_type": "ClassLabel"}}, "post_processed": null, "supervised_keys": null, "builder_name": "pawsx", "config_name": "de", "version": {"version_str": "1.1.0", "description": "", "major": 1, "minor": 1, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 12799423, "num_examples": 49383, "dataset_name": "pawsx"}, "test": {"name": "test", "num_bytes": 524190, "num_examples": 2000, "dataset_name": "pawsx"}, "validation": {"name": "validation", "num_bytes": 514005, "num_examples": 2000, "dataset_name": "pawsx"}}, "download_checksums": {"https://storage.googleapis.com/paws/pawsx/x-final.tar.gz": {"num_bytes": 30282057, "checksum": "4146db499101d66e68ae4c8ed3cf9dadecd625f44b7d8cf3d4a0fe93afc4fd9f"}}, "download_size": 30282057, "post_processing_size": null, "dataset_size": 13837618, "size_in_bytes": 44119675}, "es": {"description": "PAWS-X, a multilingual version of PAWS (Paraphrase Adversaries from Word Scrambling) for six languages.\n\nThis dataset contains 23,659 human translated PAWS evaluation pairs and 296,406 machine\ntranslated training pairs in six typologically distinct languages: French, Spanish, German,\nChinese, Japanese, and Korean. English language is available by default. All translated\npairs are sourced from examples in PAWS-Wiki.\n\nFor further details, see the accompanying paper: PAWS-X: A Cross-lingual Adversarial Dataset\nfor Paraphrase Identification (https://arxiv.org/abs/1908.11828)\n\nNOTE: There might be some missing or wrong labels in the dataset and we have replaced them with -1.\n", "citation": "@InProceedings{pawsx2019emnlp,\n  title = {{PAWS-X: A Cross-lingual Adversarial Dataset for Paraphrase Identification}},\n  author = {Yang, Yinfei and Zhang, Yuan and Tar, Chris and Baldridge, Jason},\n  booktitle = {Proc. of EMNLP},\n  year = {2019}\n}\n", "homepage": "https://github.com/google-research-datasets/paws/tree/master/pawsx", "license": "The dataset may be freely used for any purpose, although acknowledgement of Google LLC (\"Google\") as the data source would be appreciated. The dataset is provided \"AS IS\" without any warranty, express or implied. Google disclaims all liability for any damages, direct or indirect, resulting from the use of the dataset.", "features": {"id": {"dtype": "int32", "id": null, "_type": "Value"}, "sentence1": {"dtype": "string", "id": null, "_type": "Value"}, "sentence2": {"dtype": "string", "id": null, "_type": "Value"}, "label": {"num_classes": 2, "names": ["0", "1"], "names_file": null, "id": null, "_type": "ClassLabel"}}, "post_processed": null, "supervised_keys": null, "builder_name": "pawsx", "config_name": "es", "version": {"version_str": "1.1.0", "description": "", "major": 1, "minor": 1, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 12807894, "num_examples": 49401, "dataset_name": "pawsx"}, "test": {"name": "test", "num_bytes": 519043, "num_examples": 2000, "dataset_name": "pawsx"}, "validation": {"name": "validation", "num_bytes": 513223, "num_examples": 1970, "dataset_name": "pawsx"}}, "download_checksums": {"https://storage.googleapis.com/paws/pawsx/x-final.tar.gz": {"num_bytes": 30282057, "checksum": "4146db499101d66e68ae4c8ed3cf9dadecd625f44b7d8cf3d4a0fe93afc4fd9f"}}, "download_size": 30282057, "post_processing_size": null, "dataset_size": 13840160, "size_in_bytes": 44122217}, "fr": {"description": "PAWS-X, a multilingual version of PAWS (Paraphrase Adversaries from Word Scrambling) for six languages.\n\nThis dataset contains 23,659 human translated PAWS evaluation pairs and 296,406 machine\ntranslated training pairs in six typologically distinct languages: French, Spanish, German,\nChinese, Japanese, and Korean. English language is available by default. All translated\npairs are sourced from examples in PAWS-Wiki.\n\nFor further details, see the accompanying paper: PAWS-X: A Cross-lingual Adversarial Dataset\nfor Paraphrase Identification (https://arxiv.org/abs/1908.11828)\n\nNOTE: There might be some missing or wrong labels in the dataset and we have replaced them with -1.\n", "citation": "@InProceedings{pawsx2019emnlp,\n  title = {{PAWS-X: A Cross-lingual Adversarial Dataset for Paraphrase Identification}},\n  author = {Yang, Yinfei and Zhang, Yuan and Tar, Chris and Baldridge, Jason},\n  booktitle = {Proc. of EMNLP},\n  year = {2019}\n}\n", "homepage": "https://github.com/google-research-datasets/paws/tree/master/pawsx", "license": "The dataset may be freely used for any purpose, although acknowledgement of Google LLC (\"Google\") as the data source would be appreciated. The dataset is provided \"AS IS\" without any warranty, express or implied. Google disclaims all liability for any damages, direct or indirect, resulting from the use of the dataset.", "features": {"id": {"dtype": "int32", "id": null, "_type": "Value"}, "sentence1": {"dtype": "string", "id": null, "_type": "Value"}, "sentence2": {"dtype": "string", "id": null, "_type": "Value"}, "label": {"num_classes": 2, "names": ["0", "1"], "names_file": null, "id": null, "_type": "ClassLabel"}}, "post_processed": null, "supervised_keys": null, "builder_name": "pawsx", "config_name": "fr", "version": {"version_str": "1.1.0", "description": "", "major": 1, "minor": 1, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 13294805, "num_examples": 49401, "dataset_name": "pawsx"}, "test": {"name": "test", "num_bytes": 535027, "num_examples": 2000, "dataset_name": "pawsx"}, "validation": {"name": "validation", "num_bytes": 532657, "num_examples": 1990, "dataset_name": "pawsx"}}, "download_checksums": {"https://storage.googleapis.com/paws/pawsx/x-final.tar.gz": {"num_bytes": 30282057, "checksum": "4146db499101d66e68ae4c8ed3cf9dadecd625f44b7d8cf3d4a0fe93afc4fd9f"}}, "download_size": 30282057, "post_processing_size": null, "dataset_size": 14362489, "size_in_bytes": 44644546}, "ja": {"description": "PAWS-X, a multilingual version of PAWS (Paraphrase Adversaries from Word Scrambling) for six languages.\n\nThis dataset contains 23,659 human translated PAWS evaluation pairs and 296,406 machine\ntranslated training pairs in six typologically distinct languages: French, Spanish, German,\nChinese, Japanese, and Korean. English language is available by default. All translated\npairs are sourced from examples in PAWS-Wiki.\n\nFor further details, see the accompanying paper: PAWS-X: A Cross-lingual Adversarial Dataset\nfor Paraphrase Identification (https://arxiv.org/abs/1908.11828)\n\nNOTE: There might be some missing or wrong labels in the dataset and we have replaced them with -1.\n", "citation": "@InProceedings{pawsx2019emnlp,\n  title = {{PAWS-X: A Cross-lingual Adversarial Dataset for Paraphrase Identification}},\n  author = {Yang, Yinfei and Zhang, Yuan and Tar, Chris and Baldridge, Jason},\n  booktitle = {Proc. of EMNLP},\n  year = {2019}\n}\n", "homepage": "https://github.com/google-research-datasets/paws/tree/master/pawsx", "license": "The dataset may be freely used for any purpose, although acknowledgement of Google LLC (\"Google\") as the data source would be appreciated. The dataset is provided \"AS IS\" without any warranty, express or implied. Google disclaims all liability for any damages, direct or indirect, resulting from the use of the dataset.", "features": {"id": {"dtype": "int32", "id": null, "_type": "Value"}, "sentence1": {"dtype": "string", "id": null, "_type": "Value"}, "sentence2": {"dtype": "string", "id": null, "_type": "Value"}, "label": {"num_classes": 2, "names": ["0", "1"], "names_file": null, "id": null, "_type": "ClassLabel"}}, "post_processed": null, "supervised_keys": null, "builder_name": "pawsx", "config_name": "ja", "version": {"version_str": "1.1.0", "description": "", "major": 1, "minor": 1, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 15041440, "num_examples": 49401, "dataset_name": "pawsx"}, "test": {"name": "test", "num_bytes": 668636, "num_examples": 2000, "dataset_name": "pawsx"}, "validation": {"name": "validation", "num_bytes": 661770, "num_examples": 2000, "dataset_name": "pawsx"}}, "download_checksums": {"https://storage.googleapis.com/paws/pawsx/x-final.tar.gz": {"num_bytes": 30282057, "checksum": "4146db499101d66e68ae4c8ed3cf9dadecd625f44b7d8cf3d4a0fe93afc4fd9f"}}, "download_size": 30282057, "post_processing_size": null, "dataset_size": 16371846, "size_in_bytes": 46653903}, "ko": {"description": "PAWS-X, a multilingual version of PAWS (Paraphrase Adversaries from Word Scrambling) for six languages.\n\nThis dataset contains 23,659 human translated PAWS evaluation pairs and 296,406 machine\ntranslated training pairs in six typologically distinct languages: French, Spanish, German,\nChinese, Japanese, and Korean. English language is available by default. All translated\npairs are sourced from examples in PAWS-Wiki.\n\nFor further details, see the accompanying paper: PAWS-X: A Cross-lingual Adversarial Dataset\nfor Paraphrase Identification (https://arxiv.org/abs/1908.11828)\n\nNOTE: There might be some missing or wrong labels in the dataset and we have replaced them with -1.\n", "citation": "@InProceedings{pawsx2019emnlp,\n  title = {{PAWS-X: A Cross-lingual Adversarial Dataset for Paraphrase Identification}},\n  author = {Yang, Yinfei and Zhang, Yuan and Tar, Chris and Baldridge, Jason},\n  booktitle = {Proc. of EMNLP},\n  year = {2019}\n}\n", "homepage": "https://github.com/google-research-datasets/paws/tree/master/pawsx", "license": "The dataset may be freely used for any purpose, although acknowledgement of Google LLC (\"Google\") as the data source would be appreciated. The dataset is provided \"AS IS\" without any warranty, express or implied. Google disclaims all liability for any damages, direct or indirect, resulting from the use of the dataset.", "features": {"id": {"dtype": "int32", "id": null, "_type": "Value"}, "sentence1": {"dtype": "string", "id": null, "_type": "Value"}, "sentence2": {"dtype": "string", "id": null, "_type": "Value"}, "label": {"num_classes": 2, "names": ["0", "1"], "names_file": null, "id": null, "_type": "ClassLabel"}}, "post_processed": null, "supervised_keys": null, "builder_name": "pawsx", "config_name": "ko", "version": {"version_str": "1.1.0", "description": "", "major": 1, "minor": 1, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 13929684, "num_examples": 49192, "dataset_name": "pawsx"}, "test": {"name": "test", "num_bytes": 562204, "num_examples": 2000, "dataset_name": "pawsx"}, "validation": {"name": "validation", "num_bytes": 554783, "num_examples": 2000, "dataset_name": "pawsx"}}, "download_checksums": {"https://storage.googleapis.com/paws/pawsx/x-final.tar.gz": {"num_bytes": 30282057, "checksum": "4146db499101d66e68ae4c8ed3cf9dadecd625f44b7d8cf3d4a0fe93afc4fd9f"}}, "download_size": 30282057, "post_processing_size": null, "dataset_size": 15046671, "size_in_bytes": 45328728}, "zh": {"description": "PAWS-X, a multilingual version of PAWS (Paraphrase Adversaries from Word Scrambling) for six languages.\n\nThis dataset contains 23,659 human translated PAWS evaluation pairs and 296,406 machine\ntranslated training pairs in six typologically distinct languages: French, Spanish, German,\nChinese, Japanese, and Korean. English language is available by default. All translated\npairs are sourced from examples in PAWS-Wiki.\n\nFor further details, see the accompanying paper: PAWS-X: A Cross-lingual Adversarial Dataset\nfor Paraphrase Identification (https://arxiv.org/abs/1908.11828)\n\nNOTE: There might be some missing or wrong labels in the dataset and we have replaced them with -1.\n", "citation": "@InProceedings{pawsx2019emnlp,\n  title = {{PAWS-X: A Cross-lingual Adversarial Dataset for Paraphrase Identification}},\n  author = {Yang, Yinfei and Zhang, Yuan and Tar, Chris and Baldridge, Jason},\n  booktitle = {Proc. of EMNLP},\n  year = {2019}\n}\n", "homepage": "https://github.com/google-research-datasets/paws/tree/master/pawsx", "license": "The dataset may be freely used for any purpose, although acknowledgement of Google LLC (\"Google\") as the data source would be appreciated. The dataset is provided \"AS IS\" without any warranty, express or implied. Google disclaims all liability for any damages, direct or indirect, resulting from the use of the dataset.", "features": {"id": {"dtype": "int32", "id": null, "_type": "Value"}, "sentence1": {"dtype": "string", "id": null, "_type": "Value"}, "sentence2": {"dtype": "string", "id": null, "_type": "Value"}, "label": {"num_classes": 2, "names": ["0", "1"], "names_file": null, "id": null, "_type": "ClassLabel"}}, "post_processed": null, "supervised_keys": null, "builder_name": "pawsx", "config_name": "zh", "version": {"version_str": "1.1.0", "description": "", "major": 1, "minor": 1, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 10815499, "num_examples": 49401, "dataset_name": "pawsx"}, "test": {"name": "test", "num_bytes": 474634, "num_examples": 2000, "dataset_name": "pawsx"}, "validation": {"name": "validation", "num_bytes": 473116, "num_examples": 2000, "dataset_name": "pawsx"}}, "download_checksums": {"https://storage.googleapis.com/paws/pawsx/x-final.tar.gz": {"num_bytes": 30282057, "checksum": "4146db499101d66e68ae4c8ed3cf9dadecd625f44b7d8cf3d4a0fe93afc4fd9f"}}, "download_size": 30282057, "post_processing_size": null, "dataset_size": 11763249, "size_in_bytes": 42045306}}
+{"en": {"description": "PAWS-X, a multilingual version of PAWS (Paraphrase Adversaries from Word Scrambling) for six languages.\n\nThis dataset contains 23,659 human translated PAWS evaluation pairs and 296,406 machine\ntranslated training pairs in six typologically distinct languages: French, Spanish, German,\nChinese, Japanese, and Korean. English language is available by default. All translated\npairs are sourced from examples in PAWS-Wiki.\n\nFor further details, see the accompanying paper: PAWS-X: A Cross-lingual Adversarial Dataset\nfor Paraphrase Identification (https://arxiv.org/abs/1908.11828)\n\nNOTE: There might be some missing or wrong labels in the dataset and we have replaced them with -1.\n", "citation": "@InProceedings{pawsx2019emnlp,\n  title = {{PAWS-X: A Cross-lingual Adversarial Dataset for Paraphrase Identification}},\n  author = {Yang, Yinfei and Zhang, Yuan and Tar, Chris and Baldridge, Jason},\n  booktitle = {Proc. of EMNLP},\n  year = {2019}\n}\n", "homepage": "https://github.com/google-research-datasets/paws/tree/master/pawsx", "license": "The dataset may be freely used for any purpose, although acknowledgement of Google LLC (\"Google\") as the data source would be appreciated. The dataset is provided \"AS IS\" without any warranty, express or implied. Google disclaims all liability for any damages, direct or indirect, resulting from the use of the dataset.", "features": {"id": {"dtype": "int32", "id": null, "_type": "Value"}, "sentence1": {"dtype": "string", "id": null, "_type": "Value"}, "sentence2": {"dtype": "string", "id": null, "_type": "Value"}, "label": {"num_classes": 2, "names": ["0", "1"], "names_file": null, "id": null, "_type": "ClassLabel"}}, "post_processed": null, "supervised_keys": null, "builder_name": "pawsx", "config_name": "en", "version": {"version_str": "1.1.0", "description": "", "major": 1, "minor": 1, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 12215953, "num_examples": 49401, "dataset_name": "pawsx"}, "test": {"name": "test", "num_bytes": 494734, "num_examples": 2000, "dataset_name": "pawsx"}, "validation": {"name": "validation", "num_bytes": 492287, "num_examples": 2000, "dataset_name": "pawsx"}}, "download_checksums": {"https://storage.googleapis.com/paws/pawsx/x-final.tar.gz": {"num_bytes": 30282057, "checksum": "4146db499101d66e68ae4c8ed3cf9dadecd625f44b7d8cf3d4a0fe93afc4fd9f"}}, "download_size": 30282057, "post_processing_size": null, "dataset_size": 13202974, "size_in_bytes": 43485031}, "de": {"description": "PAWS-X, a multilingual version of PAWS (Paraphrase Adversaries from Word Scrambling) for six languages.\n\nThis dataset contains 23,659 human translated PAWS evaluation pairs and 296,406 machine\ntranslated training pairs in six typologically distinct languages: French, Spanish, German,\nChinese, Japanese, and Korean. English language is available by default. All translated\npairs are sourced from examples in PAWS-Wiki.\n\nFor further details, see the accompanying paper: PAWS-X: A Cross-lingual Adversarial Dataset\nfor Paraphrase Identification (https://arxiv.org/abs/1908.11828)\n\nNOTE: There might be some missing or wrong labels in the dataset and we have replaced them with -1.\n", "citation": "@InProceedings{pawsx2019emnlp,\n  title = {{PAWS-X: A Cross-lingual Adversarial Dataset for Paraphrase Identification}},\n  author = {Yang, Yinfei and Zhang, Yuan and Tar, Chris and Baldridge, Jason},\n  booktitle = {Proc. of EMNLP},\n  year = {2019}\n}\n", "homepage": "https://github.com/google-research-datasets/paws/tree/master/pawsx", "license": "The dataset may be freely used for any purpose, although acknowledgement of Google LLC (\"Google\") as the data source would be appreciated. The dataset is provided \"AS IS\" without any warranty, express or implied. 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paws-x.py

@@ -160,10 +160,8 @@ class PAWSX(datasets.GeneratorBasedBuilder):
         """ Yields examples. """
 
         with open(filepath, encoding="utf-8") as f:
-            data = csv.DictReader(f, delimiter="\t")
+            data = csv.DictReader(f, delimiter="\t", quoting=csv.QUOTE_NONE)
             for id_, row in enumerate(data):
-                if row["label"] not in ["0", "1"]:
-                    row["label"] = -1
                 yield id_, {
                     "id": row["id"],
                     "sentence1": row["sentence1"],