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Auditing Proxy-Based Validation Across Text Spans

Weon, Daein et al.
arXiv (All) · Papers
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computation-and-language
Evaluation scores are often validated by their agreement with inexpensive proxy labels. When the score and the proxy are computed from the same text span, however, that agreement can arise from surface evidence the two share rather than from the semantic construct the proxy is meant to represent. We
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