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大模型知识增强,比如检索增强 #69

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revolttts opened this issue Oct 25, 2023 · 3 comments
Open

大模型知识增强,比如检索增强 #69

revolttts opened this issue Oct 25, 2023 · 3 comments

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@revolttts
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你好!现在有看到一些特定领域的大模型,为了减少幻觉,采用外挂知识库或者知识图谱检索增强的形式来做,也取得了不错的效果。后续有打算加入这方面的内容吗?

@hyp1231
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hyp1231 commented Oct 31, 2023

你好,感谢建议!这确实是很重要的方向,目前可能暂时还没有相关计划,但我们会认真考虑这方面内容。再次感谢!

@shuoyes
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shuoyes commented Jan 18, 2024

你好!现在有看到一些特定领域的大模型,为了减少幻觉,采用外挂知识库或者知识图谱检索增强的形式来做,也取得了不错的效果。后续有打算加入这方面的内容吗?

我对这个话题比较感兴趣,请问有成功的例子吗?

@turboLJY
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谢谢您的建议!我们会考虑将这部分内容列入未来的更新计划中。与此同时,关于您的问题,我们在最新的关于幻象的实验分析论文《The Dawn After the Dark: An Empirical Study on Factuality Hallucination in Large Language Models》中对目前减少幻觉的多个主流方法做了大量的实验分析,其中就包括知识增强手段,希望对您有所帮助。

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