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Storage Costs and Heuristics Interact to Produce Patterns of Aphasic Sentence Comprehension Performance

机译:存储成本和启发式方法相互作用以产生无语句子理解性能的模式

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摘要

>Background: Despite general agreement that aphasic individuals exhibit difficulty understanding complex sentences, the nature of sentence complexity itself is unresolved. In addition, aphasic individuals appear to make use of heuristic strategies for understanding sentences. This research is a comparison of predictions derived from two approaches to the quantification of sentence complexity, one based on the hierarchical structure of sentences, and the other based on dependency locality theory (DLT). Complexity metrics derived from these theories are evaluated under various assumptions of heuristic use. >Method: A set of complexity metrics was derived from each general theory of sentence complexity and paired with assumptions of heuristic use. Probability spaces were generated that summarized the possible patterns of performance across 16 different sentence structures. The maximum likelihood of comprehension scores of 42 aphasic individuals was then computed for each probability space and the expected scores from the best-fitting points in the space were recorded for comparison to the actual scores. Predictions were then compared using measures of fit quality derived from linear mixed effects models. >Results: All three of the metrics that provide the most consistently accurate predictions of patient scores rely on storage costs based on the DLT. Patients appear to employ an Agent–Theme heuristic, but vary in their tendency to accept heuristically generated interpretations. Furthermore, the ability to apply the heuristic may be degraded in proportion to aphasia severity. >Conclusion: DLT-derived storage costs provide the best prediction of sentence comprehension patterns in aphasia. Because these costs are estimated by counting incomplete syntactic dependencies at each point in a sentence, this finding suggests that aphasia is associated with reduced availability of cognitive resources for maintaining these dependencies.
机译:>背景:尽管普遍认为失语症个体难以理解复杂的句子,但句子复杂性本身的性质尚未得到解决。此外,失语症患者似乎会利用启发式策略来理解句子。这项研究是对从两种量化句子复杂度的方法得出的预测结果的比较,一种基于句子的层次结构,另一种基于依存局部性理论(DLT)。从这些理论得出的复杂性指标是在启发式使用的各种假设下进行评估的。 >方法:从每种句子复杂性的一般理论中得出了一组复杂性指标,并与启发式用法的假设配对。生成的概率空间总结了16种不同句子结构中可能的表现模式。然后,为每个概率空间计算42个无语个体的理解分数的最大可能性,并记录该空间中最适合的分数的预期分数,以便与实际分数进行比较。然后使用源自线性混合效应模型的拟合质量测度对预测进行比较。 >结果:提供最一致准确的患者分数预测的所有三个指标都依赖于基于DLT的存储成本。患者似乎采用代理人主题试探法,但接受试探法产生的解释的倾向有所不同。此外,施加试探法的能力可能与失语症严重程度成比例地降低。 >结论:DLT衍生的存储成本可以最佳地预测失语症的句子理解模式。因为这些成本是通过计算句子中每个点上不完整的句法依存关系来估算的,所以这一发现表明,失语症与维持这些依存关系的认知资源的可用性下降有关。

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