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English(EN) Scaling few-shot spoken word classification with generative meta-continual learning

生成式元学习在语音词分类中显示出最小的语言影响

研究人员探索了生成式元持续学习在多种语言的语音词分类中的有效性。他们的发现表明,虽然多语言模型表现最佳,但在不同语言组合上训练的模型之间的性能差异却出奇地小。独特的训练数据量似乎比包含的语言数量对性能有更重要的影响。 AI

影响 研究了少样本语音词分类的扩展,可能提高多语言环境的效率和适应性。

排序理由 该集群包含两篇 arXiv 论文,详细介绍了语音词分类的新方法。

在 arXiv cs.CL 阅读 →

AI 生成摘要 · Google Gemini · 来自 3 个来源。 我们如何撰写摘要 →

生成式元学习在语音词分类中显示出最小的语言影响

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该集群包含两篇 arXiv 论文,详细介绍了语音词分类的新方法。
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报道来源 [3]

  1. arXiv cs.CL TIER_1 English(EN) · Ruan van der Merwe ·

    语言在语音分类中重要吗?一种多语言生成式元学习方法

    Meta-learning has been shown to have better performance than supervised learning for few-shot monolingual spoken word classification. However, the meta-learning approach remains under-explored in multilingual spoken word classification. In this paper, we apply the Generative Meta…

  2. Hugging Face Daily Papers TIER_1 English(EN) ·

    语言在语音分类中重要吗?一种多语言生成元学习方法

    Meta-learning has been shown to have better performance than supervised learning for few-shot monolingual spoken word classification. However, the meta-learning approach remains under-explored in multilingual spoken word classification. In this paper, we apply the Generative Meta…

  3. arXiv cs.CL TIER_1 English(EN) · Ruan van der Merwe ·

    使用生成式元持续学习扩展少样本语音词分类

    Few-shot spoken word classification has largely been developed for applications where a small number of classes is considered, and so the potential of larger-scale few-shot spoken word classification remains untapped. This paper investigates the potential of a spoken word classif…