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• W2250551406 abstract "We aim to improve speech retrieval performance by augmenting traditional N-gram language models with different types of topic context. We present a latent topic model framework that treats documents as arising from an underlying topic sequence combined with a cache-based repetition model. We analyze our proposed model both for its ability to capture word repetition via the cache and for its suitability as a language model for speech recognition and retrieval. We show this model, augmented with the cache, captures intuitive repetition behavior across languages and exhibits lower perplexity than regular LDA on held out data in multiple languages. Lastly, we show that our joint model improves speech retrieval performance beyond N-grams or latent topics alone, when applied to a term detection task in all languages considered." @default.
• W2250551406 created "2016-06-24" @default.
• W2250551406 creator A5078673344 @default.
• W2250551406 date "2015-01-01" @default.
• W2250551406 modified "2023-09-23" @default.
• W2250551406 title "Cache-Augmented Latent Topic Language Models for Speech Retrieval" @default.
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• W2250551406 doi "https://doi.org/10.3115/v1/n15-2001" @default.
• W2250551406 hasPublicationYear "2015" @default.
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