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文心等预训练模型以及下游任务的可解释性 #849

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LangDaoAI opened this issue Aug 4, 2021 · 2 comments
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文心等预训练模型以及下游任务的可解释性 #849

LangDaoAI opened this issue Aug 4, 2021 · 2 comments
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@LangDaoAI
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paddlenlp支撑的预训练模型以及相关下游任务, 迫切需要可解释性作为工业落地的另一个支撑, 比如基于预训练的多分类模型, paddle是否提供了分类的可解释性, 看到https://github.com/PaddlePaddle/InterpretDL 似乎是这样一个目标,但是与paddlenlp并没有集成, 请给与一些建议,谢谢!

@LangDaoAI
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刚刚调查了一下,使用LIME去做分类的可解释性应该是可以的, LIME并关注内部的模型是否是基于预训练,marcotcr/lime#356

@LangDaoAI
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再次看了一下interpretdl, https://github.com/PaddlePaddle/InterpretDL/blob/master/tutorials/lime_tutorial_nlp_ERNIE.ipynb 应该解决了我的问题

@ZeyuChen ZeyuChen self-assigned this Aug 6, 2021
@PaddlePaddle PaddlePaddle locked and limited conversation to collaborators Aug 17, 2021

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