Datasets:
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README.md
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license: mit
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---
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license: mit
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task_categories:
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- question-answering
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language:
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- en
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---
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license: mit
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---
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# Dataset Card for "PopQA-robustness"
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### Dataset Summary
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PopQS-robustness is an expanded version of the PopQA dataset (https://aclanthology.org/2023.acl-long.546/) but with perturbations of the original input questions.
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It is intended for use as a benchmark for evaluating model robustness on question-answering to these perturbations.
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### Data Instances
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#### popqa_robustness
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- **Size of downloaded dataset file:** 26.4 MB
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### Data Fields
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#### boolq_robustness
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- `id` (integer): original question grouping ID
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- `question` (string): variant of question from BoolQ.
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- `variant_id` (integer): identifier of the variant. 0 indicates it is the original unperturbed question.
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- `variant_type` (string): name of the expansion variant type. "original" is the original question; "simple" is a superficial non-semantic perturbation; "paraphrase" is a semantic paraphrase of the question.
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- `possible_answers` (string): list of strings of possible answers.
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### Citation Information
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```
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@misc{ackerman2024novelmetricmeasuringrobustness,
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title={A Novel Metric for Measuring the Robustness of Large Language Models in Non-adversarial Scenarios},
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author={Samuel Ackerman and Ella Rabinovich and Eitan Farchi and Ateret Anaby-Tavor},
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year={2024},
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eprint={2408.01963},
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archivePrefix={arXiv},
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primaryClass={cs.CL},
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url={https://arxiv.org/abs/2408.01963},
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}
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```
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