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Probing handling of verbal probabilities in NLP models

License: Apache License 2.0

Jupyter Notebook 100.00%
language-model llm natural-language nlp probabilities verbal wep verbal-probabilities classification dataset english natural-language-inference nli benchmark entailment logical-reasoning probabilistic-reasoning

nlp-verbal-probabilities's Introduction

Natural Language reasoning with natural language probability expressions

Probing reasoning with verbal probabilities in NLP models. We test probabilistic logical reasoning when using words estimative of probability (probably, surely...) in language models.

The enclosed notebook contains the code to build the dataset.

๐Ÿค— https://hf.co/datasets/sileod/probability_words_nli

@inproceedings{sileo-moens-2023-probing,
    title = "Probing neural language models for understanding of words of estimative probability",
    author = "Sileo, Damien  and
      Moens, Marie-francine",
    booktitle = "Proceedings of the The 12th Joint Conference on Lexical and Computational Semantics (*SEM 2023)",
    month = jul,
    year = "2023",
    address = "Toronto, Canada",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2023.starsem-1.41",
    pages = "469--476",
}

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