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Jingyi Sun

3 accepted papers

2025

Evaluating Input Feature Explanations through a Unified Diagnostic Evaluation Framework

NAACL 2025long

Explaining the decision-making process of machine learning models is crucial for ensuring their reliability and transparency for end users. One popular explanation form highlights key input features, such as i) tokens (e.g., Shapley Values and Integrated Gradients), ii) interactions between tokens (…

2022

Have my arguments been replied to? Argument Pair Extraction as Machine Reading Comprehension

ACL 2022short

Argument pair extraction (APE) aims to automatically mine argument pairs from two interrelated argumentative documents. Existing studies typically identify argument pairs indirectly by predicting sentence-level relations between two documents, neglecting the modeling of the holistic argument-level i…

2021

Argument Pair Extraction with Mutual Guidance and Inter-sentence Relation Graph

EMNLP 2021main

Argument pair extraction (APE) aims to extract interactive argument pairs from two passages of a discussion. Previous work studied this task in the context of peer review and rebuttal, and decomposed it into a sequence labeling task and a sentence relation classification task. However, despite the p…

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