Aligning Faithful Interpretations with their Social Attribution
نویسندگان
چکیده
Abstract We find that the requirement of model interpretations to be faithful is vague and incomplete. With interpretation by textual highlights as a case study, we present several failure cases. Borrowing concepts from social science, identify problem misalignment between causal chain decisions (causal attribution) attribution human behavior (social attribution). reformulate faithfulness an accurate causality model, introduce concept aligned faithfulness: chains are with their expected behavior. The two steps together complete process explaining this formalization, characterize various failures misaligned highlight interpretations, propose alternative remedy issues. Finally, implement explanations proposed format using contrastive explanations.
منابع مشابه
Aligning phonetic transcriptions with their citation forms
One of the main motivations for publishing this paper is to make available a matrix of phone-distance measures which may be useful in dealing with large corpora of conversational speech. The paper reports how this matrix of phone-distances was created from transcriber labeling disagreements, and how it can be used in a dynamic time warping algorithm to align phonetic transcriptions of conversat...
متن کاملGroups with Two Extreme Character Degrees and their Minimal Faithful Representations
for a finite group G, we denote by p(G) the minimal degree of faithful permutation representations of G, and denote by c(G), the minimal degree of faithful representation of G by quasi-permutation matrices over the complex field C. In this paper we will assume that, G is a p-group of exponent p and class 2, where p is prime and cd(G) = {1, |G : Z(G)|^1/2}. Then we will s...
متن کاملA framework for aligning and indexing movies with their script
A continuity script describes very carefully the content of a movie shot by shot. This paper introduces a framework for extracting structural units such as shots, scenes, actions and dialogs from the script, and aligning them to the movie based on the longest matching subsequence between them. We present experimental results and applications of the framework with a full-length movie and discuss...
متن کاملSocial Interpretations of Nazism: Renewing a Tradition
Your use of the JSTOR archive indicates your acceptance of JSTOR's Terms and Conditions of Use, available at . http://www.jstor.org/page/info/about/policies/terms.jsp. JSTOR's Terms and Conditions of Use provides, in part, that unless you have obtained prior permission, you may not download an entire issue of a journal or multiple copies of articles, and you may use content in the JSTOR archive...
متن کاملAttribution bias and social anxiety in schizophrenia
Studies on attribution biases in schizophrenia have produced mixed results, whereas such biases have been more consistently reported in people with anxiety disorders. Anxiety comorbidities are frequent in schizophrenia, in particular social anxiety disorder, which could influence their patterns of attribution biases. The objective of the present study was thus to determine if individuals with s...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Transactions of the Association for Computational Linguistics
سال: 2021
ISSN: ['2307-387X']
DOI: https://doi.org/10.1162/tacl_a_00367