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The paper describes a state-of-the-art keyword search (KWS) system in which significant improvements are obtained by using Convolutional Neural Network acoustic models, a two-step speech segmentation approach and a simplified ASR architecture optimized for KWS. The system described in this paper had the best
Combining heterogeneous systems has been shown to provide significant improvement in the spoken term detection (STD) task. However, there has been little research into why the system combination improves STD performance. In this paper, we analyze the heterogeneousness of the systems by calculating the correlation between their scores and evaluating the effectiveness of the combined subword-based systems...
The paper describes a state-of-the-art spoken term detection system in which significant improvements are obtained by diversifying the ASR engines used for indexing and combining the search results. First, we describe the design factors that, when varied, produce complementary STD systems and show that the performance of the combined system is 3 times better than the best individual component. Next,...
We examine the task of spoken term detection in Chinese spontaneous speech with a lattice-based approach. We first compare lattices generated with different units: word, character, tonal and toneless syllables, and also lattices converted from one unit to another unit. Then we combine lattices from multiple systems into a single lattice. By fully exploiting the redundant information in the combined...
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