Mi-Young Kim


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RANCC: Rationalizing Neural Networks via Concept Clustering
Housam Khalifa Bashier | Mi-Young Kim | Randy Goebel
Proceedings of the 28th International Conference on Computational Linguistics

We propose a new self-explainable model for Natural Language Processing (NLP) text classification tasks. Our approach constructs explanations concurrently with the formulation of classification predictions. To do so, we extract a rationale from the text, then use it to predict a concept of interest as the final prediction. We provide three types of explanations: 1) rationale extraction, 2) a measure of feature importance, and 3) clustering of concepts. In addition, we show how our model can be compressed without applying complicated compression techniques. We experimentally demonstrate our explainability approach on a number of well-known text classification datasets.


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A Lexicalized Tree Kernel for Open Information Extraction
Ying Xu | Christoph Ringlstetter | Mi-Young Kim | Grzegorz Kondrak | Randy Goebel | Yusuke Miyao
Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing (Volume 2: Short Papers)


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Open Information Extraction with Tree Kernels
Ying Xu | Mi-Young Kim | Kevin Quinn | Randy Goebel | Denilson Barbosa
Proceedings of the 2013 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies


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Transliteration Generation and Mining with Limited Training Resources
Sittichai Jiampojamarn | Kenneth Dwyer | Shane Bergsma | Aditya Bhargava | Qing Dou | Mi-Young Kim | Grzegorz Kondrak
Proceedings of the 2010 Named Entities Workshop


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Chunking Using Conditional Random Fields in Korean Texts
Yong-Hun Lee | Mi-Young Kim | Jong-Hyeok Lee
Second International Joint Conference on Natural Language Processing: Full Papers

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Two-Phase Shift-Reduce Deterministic Dependency Parser of Chinese
Meixun Jin | Mi-Young Kim | Jong-Hyeok Lee
Companion Volume to the Proceedings of Conference including Posters/Demos and tutorial abstracts


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Segmentation of Chinese Long Sentences Using Commas
Meixun Jin | Mi-Young Kim | Dongil Kim | Jong-Hyeok Lee
Proceedings of the Third SIGHAN Workshop on Chinese Language Processing


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S-clause segmentation for efficient syntactic analysis using decision trees
Mi-Young Kim | Jong-Hyeok Lee
Proceedings of the Australasian Language Technology Workshop 2003