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Development of Domain-Specific Scenarios for Training and Evaluation of Two-Way, Free Form, Spoken Language Translation Devices

机译:针对领域特定情景的开发,用于培训和评估双向自由形式的口语翻译设备

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摘要

To create effective and accurate two-way, free form, spoken language translation devices, the technologies must have appropriate training data. The goal of the Defense Advanced Research Projects Agency Spoken Language Communication and Translation System for Tactical Use (TRANSTAC) program is to demonstrate capabilities to rapidly develop and field this technology, so speakers of different languages can communicate in real-world tactical situations. A critical component is to generate data sets to train and evaluate the technologies. A novel approach was developed to collect these data, employing innovative data-collection and evaluation scenarios. This article describes the scenario methodology used for the TRANSTAC data collections and evaluations.

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