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- W2996905632 abstract "We study the problem of interpreting trained classification models in the setting of linguistic data sets. Leveraging a parse tree, we propose to assign least-squares-based importance scores to each word of an instance by exploiting syntactic constituency structure. We establish an axiomatic characterization of these importance scores by relating them to the Banzhaf value in coalitional game theory. Based on these importance scores, we develop a principled method for detecting and quantifying interactions between words in a sentence. We demonstrate that the proposed method can aid in interpretability and diagnostics for several widely-used language models." @default.
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- W2996905632 date "2020-04-03" @default.
- W2996905632 modified "2023-09-24" @default.
- W2996905632 title "LS-Tree: Model Interpretation When the Data Are Linguistic" @default.
- W2996905632 doi "https://doi.org/10.1609/aaai.v34i04.5749" @default.
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