metadata

dataset_info:
  features:
    - name: text
      dtype: string
    - name: span
      dtype: string
    - name: label
      dtype: string
    - name: ordinal
      dtype: int64
  splits:
    - name: train
      num_bytes: 490223
      num_examples: 3693
    - name: validation
      num_bytes: 10599
      num_examples: 96
    - name: test
      num_bytes: 138187
      num_examples: 1134
  download_size: 0
  dataset_size: 639009

Dataset Card for "tomaarsen/setfit-absa-semeval-restaurants"

Dataset Summary

This dataset contains the manually annotated restaurant reviews from SemEval-2014 Task 4, in the format as understood by SetFit ABSA.

For more details, see https://aclanthology.org/S14-2004/

Data Instances

An example of 'train' looks as follows.

{'text': 'But the staff was so horrible to us.', 'span': 'staff', 'label': 'negative', 'ordinal': 0}
{'text': "To be completely fair, the only redeeming factor was the food, which was above average, but couldn't make up for all the other deficiencies of Teodora.", 'span': 'food', 'label': 'positive', 'ordinal': 0}
{'text': "The food is uniformly exceptional, with a very capable kitchen which will proudly whip up whatever you feel like eating, whether it's on the menu or not.", 'span': 'food', 'label': 'positive', 'ordinal': 0}
{'text': "The food is uniformly exceptional, with a very capable kitchen which will proudly whip up whatever you feel like eating, whether it's on the menu or not.", 'span': 'kitchen', 'label': 'positive', 'ordinal': 0}
{'text': "The food is uniformly exceptional, with a very capable kitchen which will proudly whip up whatever you feel like eating, whether it's on the menu or not.", 'span': 'menu', 'label': 'neutral', 'ordinal': 0}

Data Fields

The data fields are the same among all splits.

text: a string feature.
span: a string feature showing the aspect span from the text.
label: a string feature showing the polarity of the aspect span.
ordinal: an int64 feature showing the n-th occurrence of the span in the text. This is useful for if the span occurs within the same text multiple times.

Data Splits

name	train	validation	test
tomaarsen/setfit-absa-semeval-restaurants	3693	96	1134

Citation Information

@inproceedings{pontiki-etal-2014-semeval,
    title = "{S}em{E}val-2014 Task 4: Aspect Based Sentiment Analysis",
    author = "Pontiki, Maria  and
      Galanis, Dimitris  and
      Pavlopoulos, John  and
      Papageorgiou, Harris  and
      Androutsopoulos, Ion  and
      Manandhar, Suresh",
    editor = "Nakov, Preslav  and
      Zesch, Torsten",
    booktitle = "Proceedings of the 8th International Workshop on Semantic Evaluation ({S}em{E}val 2014)",
    month = aug,
    year = "2014",
    address = "Dublin, Ireland",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/S14-2004",
    doi = "10.3115/v1/S14-2004",
    pages = "27--35",
}