ChatGPT是由OpenAI开发的先进人工智能语言模型，因其出奇的强大的回答跟进问题的能力而引起了很多关注。在本报告中，我们旨在评估ChatGPT在语法错误纠正（GEC）任务中的表现，并将其与商业GEC产品（例如Grammarly）和最先进的模型（例如GECToR）进行比较。通过在CoNLL2014基准数据集上进行测试，我们发现在自动评估指标（例如F0.5分）方面，ChatGPT的表现不如这些基线，特别是在长句子方面。我们检查输出结果，并发现ChatGPT超越了一对一的修正。具体而言，它更倾向于改变某些短语或句子结构的表面表达方式，同时保持语法正确性。人工评估定量证实了这一点，并建议ChatGPT产生更少的欠修正或误修正问题，但产生更多的过修正问题。这些结果表明，ChatGPT受到自动评估指标的严重低估，并且可能是GEC的一个有前途的工具。
标题：ChatGPT or Grammarly? Evaluating ChatGPT on Grammatical Error
Correction Benchmark
作者：Haoran Wu, Wenxuan Wang, Yuxuan Wan, Wenxiang Jiao, Michael Lyu
论文：https://arxiv.org/abs/2303.13648
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