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邻近词汇影响人类对显著性解释的理解【英文版】.pdf |
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英文标题:Neighboring Words Affect Human Interpretation of Saliency Explanations中文摘要:本研究使用用户研究的方法,发现邻居词对于单个词的重要性评分有显著影响,且影响与邻居方向(左还是右)和短语相关程度等因素有关,这个结果提出了在文本说明里是否应该采用词级的显著性解释方法,为未来研究替代性显著性解释方法提供了参考。英文摘要:Word-level saliency explanations ("heat maps over words") are often used tocommunicate feature-attribution in text-based models. Recent studies found thatsuperficial factors such as word length can distort human interpretation of thecommunicated saliency scores. We conduct a user study to investigate
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