Data Checklist: On Unit-Testing Datasets with Usable Information

Model checklists (Ribeiro et al., 2020) have emerged as a useful tool for understanding the behavior of LLMs, analogous to unit-testing in software engineering. However, despite datasets being a key determinant of model behavior, evaluating datasets, e.g., for the existence of annotation artifacts,...

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Hauptverfasser: Zhang, Heidi C, Behzad, Shabnam, Ethayarajh, Kawin, Jurafsky, Dan
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Sprache:eng
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