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Using Cross-Evaluation to Evaluate Interactive QA Systems

Published

Author(s)

Emile L. Morse, Ying Sun, Paul B. Kantor

Abstract

Abstract: In this paper, we report on an experiment to assess the possibility of rigorous evaluation of interactive Question-Answering (QA) systems using the Cross-Evaluation method. This method takes into account the effects of tasks and context, and of the users of the systems. Statistical techniques are used to remove these effects, isolating the effect of the system itself. The results show that this approach yields meaningful measurements of the impact of systems on user task performance using a surprisingly small number of subjects and without relying on pre-determined judgments of the quality, or of the relevance of materials. We conclude that the method is indeed effective for comparing end-to-end question-answering systems, and for comparing interactive systems with high efficiency.
Citation
Journal of the American Society for Information Science and Technology
Volume
62
Issue
9

Citation

Morse, E. , Sun, Y. and Kantor, P. (2011), Using Cross-Evaluation to Evaluate Interactive QA Systems, Journal of the American Society for Information Science and Technology, [online], https://tsapps.nist.gov/publication/get_pdf.cfm?pub_id=908567 (Accessed July 27, 2024)

Issues

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Created July 5, 2011, Updated February 19, 2017