|
--- |
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annotations_creators: |
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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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- de |
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- en |
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license: |
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- unknown |
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multilinguality: |
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- translation |
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size_categories: |
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- 10M<n<100M |
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source_datasets: |
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- extended|europarl_bilingual |
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- extended|news_commentary |
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- extended|opus_paracrawl |
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- extended|un_multi |
|
task_categories: |
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- translation |
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task_ids: [] |
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pretty_name: WMT T2T |
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paperswithcode_id: null |
|
dataset_info: |
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features: |
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- name: translation |
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dtype: |
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translation: |
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languages: |
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- de |
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- en |
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config_name: de-en |
|
splits: |
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- name: train |
|
num_bytes: 1385110179 |
|
num_examples: 4592289 |
|
- name: validation |
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num_bytes: 736415 |
|
num_examples: 3000 |
|
- name: test |
|
num_bytes: 777334 |
|
num_examples: 3003 |
|
download_size: 1728762345 |
|
dataset_size: 1386623928 |
|
--- |
|
|
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# Dataset Card for "wmt_t2t" |
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|
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## Table of Contents |
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- [Dataset Description](#dataset-description) |
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- [Dataset Summary](#dataset-summary) |
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- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) |
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- [Languages](#languages) |
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- [Dataset Structure](#dataset-structure) |
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- [Data Instances](#data-instances) |
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- [Data Fields](#data-fields) |
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- [Data Splits](#data-splits) |
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- [Dataset Creation](#dataset-creation) |
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- [Curation Rationale](#curation-rationale) |
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- [Source Data](#source-data) |
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- [Annotations](#annotations) |
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- [Personal and Sensitive Information](#personal-and-sensitive-information) |
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- [Considerations for Using the Data](#considerations-for-using-the-data) |
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- [Social Impact of Dataset](#social-impact-of-dataset) |
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- [Discussion of Biases](#discussion-of-biases) |
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- [Other Known Limitations](#other-known-limitations) |
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- [Additional Information](#additional-information) |
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- [Dataset Curators](#dataset-curators) |
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- [Licensing Information](#licensing-information) |
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- [Citation Information](#citation-information) |
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- [Contributions](#contributions) |
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|
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## Dataset Description |
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- **Homepage:** [https://github.com/tensorflow/tensor2tensor/blob/master/tensor2tensor/data_generators/translate_ende.py](https://github.com/tensorflow/tensor2tensor/blob/master/tensor2tensor/data_generators/translate_ende.py) |
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- **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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- **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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- **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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- **Size of downloaded dataset files:** 1.73 GB |
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- **Size of the generated dataset:** 1.39 GB |
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- **Total amount of disk used:** 3.11 GB |
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### Dataset Summary |
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The WMT EnDe Translate dataset used by the Tensor2Tensor library. |
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Translation dataset based on the data from statmt.org. |
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Versions exist for different years using a combination of data |
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sources. The base `wmt` allows you to create a custom dataset by choosing |
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your own data/language pair. This can be done as follows: |
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```python |
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from datasets import inspect_dataset, load_dataset_builder |
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inspect_dataset("wmt_t2t", "path/to/scripts") |
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builder = load_dataset_builder( |
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"path/to/scripts/wmt_utils.py", |
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language_pair=("fr", "de"), |
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subsets={ |
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datasets.Split.TRAIN: ["commoncrawl_frde"], |
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datasets.Split.VALIDATION: ["euelections_dev2019"], |
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}, |
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) |
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|
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# Standard version |
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builder.download_and_prepare() |
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ds = builder.as_dataset() |
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|
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# Streamable version |
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ds = builder.as_streaming_dataset() |
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``` |
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|
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### Supported Tasks and Leaderboards |
|
|
|
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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|
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### Languages |
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|
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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|
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## Dataset Structure |
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|
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### Data Instances |
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#### de-en |
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|
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- **Size of downloaded dataset files:** 1.73 GB |
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- **Size of the generated dataset:** 1.39 GB |
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- **Total amount of disk used:** 3.11 GB |
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An example of 'validation' looks as follows. |
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``` |
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{ |
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"translation": { |
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"de": "Just a test sentence.", |
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"en": "Just a test sentence." |
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} |
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} |
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``` |
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### Data Fields |
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The data fields are the same among all splits. |
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#### de-en |
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- `translation`: a multilingual `string` variable, with possible languages including `de`, `en`. |
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|
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### Data Splits |
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|
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|name | train |validation|test| |
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|-----|------:|---------:|---:| |
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|de-en|4592289| 3000|3003| |
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|
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## Dataset Creation |
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|
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### Curation Rationale |
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|
|
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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|
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### Source Data |
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|
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#### Initial Data Collection and Normalization |
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|
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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#### Who are the source language producers? |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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|
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### Annotations |
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|
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#### Annotation process |
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|
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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#### Who are the annotators? |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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|
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### Personal and Sensitive Information |
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|
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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|
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## Considerations for Using the Data |
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|
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### Social Impact of Dataset |
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|
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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|
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### Discussion of Biases |
|
|
|
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
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### Other Known Limitations |
|
|
|
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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|
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## Additional Information |
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|
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### Dataset Curators |
|
|
|
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
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### Licensing Information |
|
|
|
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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### Citation Information |
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|
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``` |
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@InProceedings{bojar-EtAl:2014:W14-33, |
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author = {Bojar, Ondrej and Buck, Christian and Federmann, Christian and Haddow, Barry and Koehn, Philipp and Leveling, Johannes and Monz, Christof and Pecina, Pavel and Post, Matt and Saint-Amand, Herve and Soricut, Radu and Specia, Lucia and Tamchyna, Ale |
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{s}}, |
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title = {Findings of the 2014 Workshop on Statistical Machine Translation}, |
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booktitle = {Proceedings of the Ninth Workshop on Statistical Machine Translation}, |
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month = {June}, |
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year = {2014}, |
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address = {Baltimore, Maryland, USA}, |
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publisher = {Association for Computational Linguistics}, |
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pages = {12--58}, |
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url = {http://www.aclweb.org/anthology/W/W14/W14-3302} |
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} |
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|
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``` |
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### Contributions |
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|
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Thanks to [@thomwolf](https://github.com/thomwolf), [@patrickvonplaten](https://github.com/patrickvonplaten) for adding this dataset. |
