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--- |
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dataset_info: |
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features: |
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- name: Tokens |
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sequence: string |
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- name: Tags |
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sequence: int64 |
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- name: Tags_string |
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sequence: string |
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- name: Original_source |
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dtype: string |
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splits: |
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- name: train |
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num_bytes: 276428315 |
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num_examples: 471343 |
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- name: test |
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num_bytes: 6419858 |
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num_examples: 11136 |
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- name: validation |
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num_bytes: 6345480 |
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num_examples: 11456 |
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download_size: 54821843 |
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dataset_size: 289193653 |
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configs: |
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- config_name: default |
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data_files: |
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- split: train |
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path: data/train-* |
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- split: test |
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path: data/test-* |
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- split: validation |
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path: data/validation-* |
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task_categories: |
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- token-classification |
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language: |
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- es |
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size_categories: |
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- 100K<n<1M |
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license: apache-2.0 |
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--- |
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# Dataset Card for es-ner-massive |
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## Dataset Details |
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### Dataset Description |
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The es-ner-massive dataset is a combination of three datasets: tner/wikineural, conll2002, and polyglot_ner. It is designed for Named Entity Recognition (NER) tasks. Tags are curated to be span-based and encoded according to the following convention: |
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```python |
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encodings_dictionary = { |
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"O": 0, |
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"PER": 1, |
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'ORG': 2, |
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"LOC": 3, |
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"MISC": 4 |
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} |
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``` |
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## Dataset Details |
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### Dataset Description |
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The dataset was desing with the idea of combining middle size NER datasets in Spanish in order to perfom basic NER or to make Transfer Learning Operations with a solid knowledge base on the pretrained model. |
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- **Curated by:** |
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[polyglot_ner](https://huggingface.co/datasets/polyglot_ner) |
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[conll2002](https://huggingface.co/datasets/conll2002) |
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[tner/wikineural](https://huggingface.co/datasets/tner/wikineural) |
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- **Language(s) (NLP):** [Spanish] |
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- **License:** [More Information Needed] |
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### Dataset Sources [optional] |
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Here the original sources: |
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[polyglot_ner](https://huggingface.co/datasets/polyglot_ner) |
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[conll2002](https://huggingface.co/datasets/conll2002) |
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[tner/wikineural](https://huggingface.co/datasets/tner/wikineural) |
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## Uses |
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The intended use is to perform fine-tune of your pretrainned model into NER task. |
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## Dataset Structure |
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[More Information Needed] |
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## Dataset Creation |
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### Curation Rationale |
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refer to the original datasets of the compilation |
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[More Information Needed] |
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### Source Data |
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#### Data Collection and Processing |
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refer to the original datasets of the compilation |
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[polyglot_ner](https://huggingface.co/datasets/polyglot_ner) |
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[conll2002](https://huggingface.co/datasets/conll2002) |
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[tner/wikineural](https://huggingface.co/datasets/tner/wikineural) |
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#### Who are the source data producers? |
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refer to the original datasets of the compilation |
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[polyglot_ner](https://huggingface.co/datasets/polyglot_ner) |
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[conll2002](https://huggingface.co/datasets/conll2002) |
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[tner/wikineural](https://huggingface.co/datasets/tner/wikineural) |
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### Annotations [optional] |
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All the original NER tags that were in a BIO schema were passed to Span Schema |
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#### Annotation process |
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refer to the original datasets of the compilation |
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[polyglot_ner](https://huggingface.co/datasets/polyglot_ner) |
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[conll2002](https://huggingface.co/datasets/conll2002) |
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[tner/wikineural](https://huggingface.co/datasets/tner/wikineural) |
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#### Who are the annotators? |
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refer to the original datasets of the compilation |
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[polyglot_ner](https://huggingface.co/datasets/polyglot_ner) |
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[conll2002](https://huggingface.co/datasets/conll2002) |
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[tner/wikineural](https://huggingface.co/datasets/tner/wikineural) |
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#### Personal and Sensitive Information |
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refer to the original datasets of the compilation |
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[polyglot_ner](https://huggingface.co/datasets/polyglot_ner) |
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[conll2002](https://huggingface.co/datasets/conll2002) |
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[tner/wikineural](https://huggingface.co/datasets/tner/wikineural) |
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## Bias, Risks, and Limitations |
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refer to the original datasets of the compilation |
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[polyglot_ner](https://huggingface.co/datasets/polyglot_ner) |
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[conll2002](https://huggingface.co/datasets/conll2002) |
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[tner/wikineural](https://huggingface.co/datasets/tner/wikineural) |
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### Recommendations |
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Users should be made aware of the risks, biases and limitations of the dataset. More information needed for further recommendations. |
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refer to the original datasets of the compilation |
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[polyglot_ner](https://huggingface.co/datasets/polyglot_ner) |
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[conll2002](https://huggingface.co/datasets/conll2002) |
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[tner/wikineural](https://huggingface.co/datasets/tner/wikineural) |
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## Dataset Card Contact |
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You can email the author of this compilation at data_analitics_[email protected] |
