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English(EN) Automatic Generation of Highlights for Academic Paper Via Prompt-based Learning

新方法使用基于提示的学习来生成学术论文摘要

作者 PulseAugur 编辑部 · [3 个来源] ·

研究人员开发了一种基于提示学习的方法，用于自动生成学术论文的摘要。该方法利用GPT-2、T5和ChatGPT等语言模型，将论文摘要与设计的提示模板一起输入。实验表明，即使没有特定任务的训练数据，ChatGPT的表现也与监督方法相当，并且在提示中包含少量示例时，其表现明显优于监督方法。研究强调了ChatGPT的表现对提示设计的敏感性，并证实生成的摘要通常连贯且信息丰富，为文献检索和文本挖掘提供了有价值的工具。 AI

影响 该方法可以通过为学术论文提供自动化的、高质量的摘要来简化文献综述和文本挖掘。

排序理由 该集群描述了一篇研究论文，其中详细介绍了一种使用基于提示的学习和LLM来生成学术摘要的新方法。

在 arXiv cs.IR (Information Retrieval) 阅读 →

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

新方法使用基于提示的学习来生成学术论文摘要

报道来源 [3]

  1. arXiv cs.CL TIER_1 English(EN) · Yi Xiang, Chengzhi Zhang, Heng Zhang ·

    Automatic Generation of Highlights for Academic Paper Via Prompt-based Learning

    arXiv:2606.25253v1 Announce Type: new Abstract: Highlights provide a concise summary of the main contributions of an academic paper and help readers quickly understand its focus. However, many journals do not provide highlights, which limits their use in literature retrieval, tex…

  2. arXiv cs.IR (Information Retrieval) TIER_1 English(EN) · Heng Zhang ·

    Automatic Generation of Highlights for Academic Paper Via Prompt-based Learning

    Highlights provide a concise summary of the main contributions of an academic paper and help readers quickly understand its focus. However, many journals do not provide highlights, which limits their use in literature retrieval, text mining, and bibliometric analysis. Existing st…

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

    Automatic Generation of Highlights for Academic Paper Via Prompt-based Learning

    Highlights provide a concise summary of the main contributions of an academic paper and help readers quickly understand its focus. However, many journals do not provide highlights, which limits their use in literature retrieval, text mining, and bibliometric analysis. Existing st…

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