SUMMARY : Session O42-EW Question Answering Evaluation
Title | Modular Approach to Error Analysis and Evaluation for Multilingual Question Answering |
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Authors | H. Shima, M. Wang, F. Lin, T. Mitamura |
Abstract | Multilingual Question Answering systems are generally very complex, integrating several sub-modules to achieve their result. Global metrics (such as average precision and recall) are insufficient when evaluating the performance of individual sub-modules and their influence on each other. In this paper, we present a modular approach to error analysis and evaluation; we use manually-constructed, gold-standard input for each module to obtain an upper-bound for the (local) performance of that module. This approach enables us to identify existing problem areas quickly, and to target improvements accordingly. |
Keywords | Multilingual Question AnsweringEvaluation |
Full paper | Modular Approach to Error Analysis and Evaluation for Multilingual Question Answering |