TY - GEN
T1 - Explanatory and actionable debugging for machine learning
T2 - 42nd International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2019
AU - Cho, Minseok
AU - Lee, Gyeongbok
AU - Hwang, Seung Won
PY - 2019/7/18
Y1 - 2019/7/18
N2 - Question answering from tables (TableQA) extracting answers from tables from the question given in natural language, has been actively studied. Existing models have been trained and evaluated mostly with respect to answer accuracy using public benchmark datasets such as WikiSQL. The goal of this demonstration is to show a debugging tool for such models, explaining answers to humans, known as explanatory debugging. Our key distinction is making it “actionable" to allow users to directly correct models upon explanation. Specifically, our tool surfaces annotation and models errors for users to correct, and provides actionable insights.
AB - Question answering from tables (TableQA) extracting answers from tables from the question given in natural language, has been actively studied. Existing models have been trained and evaluated mostly with respect to answer accuracy using public benchmark datasets such as WikiSQL. The goal of this demonstration is to show a debugging tool for such models, explaining answers to humans, known as explanatory debugging. Our key distinction is making it “actionable" to allow users to directly correct models upon explanation. Specifically, our tool surfaces annotation and models errors for users to correct, and provides actionable insights.
UR - http://www.scopus.com/inward/record.url?scp=85073771814&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85073771814&partnerID=8YFLogxK
U2 - 10.1145/3331184.3331404
DO - 10.1145/3331184.3331404
M3 - Conference contribution
T3 - SIGIR 2019 - Proceedings of the 42nd International ACM SIGIR Conference on Research and Development in Information Retrieval
SP - 1333
EP - 1336
BT - SIGIR 2019 - Proceedings of the 42nd International ACM SIGIR Conference on Research and Development in Information Retrieval
PB - Association for Computing Machinery, Inc
Y2 - 21 July 2019 through 25 July 2019
ER -