Augmenting text for spoken language understanding with Large Language Models

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Loogle: Can long-context language models understand long contexts?

J Li, M Wang, Z Zheng, M Zhang - arxiv preprint arxiv:2311.04939, 2023 - arxiv.org
Large language models (LLMs), despite their impressive performance in various language
tasks, are typically limited to processing texts within context-window size. This limitation has …
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A survey on data augmentation in large model era

Y Zhou, C Guo, X Wang, Y Chang, Y Wu - arxiv preprint arxiv:2401.15422, 2024 - arxiv.org
Large models, encompassing large language and diffusion models, have shown
exceptional promise in approximating human-level intelligence, garnering significant …
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PRoDeliberation: Parallel Robust Deliberation for End-to-End Spoken Language Understanding

T Le, D Lazar, S Kim, S Jiang, D Le, A Sagar… - arxiv preprint arxiv …, 2024 - arxiv.org
Spoken Language Understanding (SLU) is a critical component of voice assistants; it
consists of converting speech to semantic parses for task execution. Previous works have …
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