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First, the methodological novelty is limited. The proposed framework mainly combines standard and widely used components, including CNN-based local feature extraction, Transformer-based sequence modeling, and a pretrained BART decoder. Second, the comparison with prior work is not sufficiently clear. The paper lacks direct experimental comparisons with other relevant models. If prior EEG-to-text methods or related baselines can be adapted to the Chinese EEG dataset, they should be included as comparative baselines. If they cannot be fairly adapted, the paper should state this more explicitly and explain in detail why the proposed setting differs. A clearer positioning against prior work would better highlight the actual contribution of the submission.
First, the methodological novelty is limited. The proposed framework mainly combines standard and widely used components, including CNN-based local feature extraction, Transformer-based sequence modeling, and a pretrained BART decoder. Second, the comparison with prior work is not sufficiently clear. The paper lacks direct experimental comparisons with other relevant models. If prior EEG-to-text methods or related baselines can be adapted to the Chinese EEG dataset, they should be included as comparative baselines. If they cannot be fairly adapted, the paper should state this more explicitly and explain in detail why the proposed setting differs. A clearer positioning against prior work would better highlight the actual contribution of the submission.
句法分析
761/5000

首先,方法上的新颖性有限。提出的框架主要结合了标准和广泛使用的组件,包括基于CNN的局部特征提取、基于变压器的序列建模和预训练的BART解码器。 第二,与先前工作的比较不够清楚。这篇论文缺乏与其他相关模型的直接实验比较。如果以前的EEG-to-text方法或相关基线可以适用于中国EEG数据集,它们应该作为比较基线包括在内。如果他们不能公平地适应,论文应该更明确地陈述这一点,并详细解释为什么建议的设置不同。相对于以前的工作,更明确的定位将更好地突出划界案的实际贡献。

首先,方法上的新颖性有限。提出的框架主要结合了标准和广泛使用的组件,包括基于CNN的局部特征提取、基于变压器的序列建模和预训练的BART解码器。 第二,与先前工作的比较不够清楚。这篇论文缺乏与其他相关模型的直接实验比较。如果以前的EEG-to-text方法或相关基线可以适用于中国EEG数据集,它们应该作为比较基线包括在内。如果他们不能公平地适应,论文应该更明确地陈述这一点,并详细解释为什么建议的设置不同。相对于以前的工作,更明确的定位将更好地突出划界案的实际贡献。

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  • 重点词汇
  • methodological

    方法的;方法论的

  • novelty

    新颖性;新奇性;创新性;新奇;新颖;新鲜;小玩意儿;廉价小饰物;小装饰品;新奇的;风格独特的

  • decoder

    解码器;译码器;电子声像解码器;电子译码器;解码软件;解码程序

  • comparisons

    比较;类似;(comparison的复数)

  • baselines

    基线;底线;(baseline的复数)

  • adapted to

    适应;改编;使适应于...

  • dataset

    资料组

  • differs

    不同;相异;持异议;(differ的第三人称单数)

  • clearer

    清洁工;清理者;结算人;票据交换员;清除器;更清晰的;更明确的;更明显的;更透明的;更清澈的;更晴朗的;更清新的;更清楚地;更明白易懂地;更显然地;(clear的比较级)

  • would better

    最好;最好还是…;应该…

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