Apr 15, 2024 · Abstract:The foundation model paradigm leverages a shared foundation model to achieve state-of-the-art (SOTA) performance for various tasks, ...
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Apr 16, 2024 · SUPERB represents an ecosystem designed to evaluate foundation models across a wide range of speech processing tasks, facilitating the sharing ...
Apr 15, 2024 · We present SUPERB benchmark, a framework for evaluating speech foundation models. The standardized 15 tasks cover a wide range of speech ...
(PDF) A Large-Scale Evaluation of Speech Foundation Models
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Jun 6, 2024 · We use a lightweight methodology to test the robustness of representations learned by pre-trained models under shifts in data domain and quality ...
This work presents a unified learning framework for solving the speech processing tasks in SUPERB with the frozen foundation model followed by ...
We present a unified learning framework for solving the speech processing tasks in SUPERB with the frozen foundation model followed by task-specialized ...
May 30, 2024 · The paper provides a thorough and well-designed evaluation of speech foundation models, covering a wide range of tasks and datasets.
Apr 20, 2024 · A large-scale evaluation of speech foundation models. The foundation model paradigm leverages a shared foundation model to achieve state-of-the-art (SOTA) ...
A large-scale multilingual ST corpus based on Common Voice, to foster ST research with the largest ever open dataset.
Sep 15, 2024 · The key difference is that foundation models are designed to process and generate text, while speech foundation models are designed to handle spoken language.