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Kim CNN: replicate results on other datasets #58

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lintool opened this issue Sep 25, 2017 · 3 comments
Open

Kim CNN: replicate results on other datasets #58

lintool opened this issue Sep 25, 2017 · 3 comments

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@lintool
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lintool commented Sep 25, 2017

Replicate results on all the datasets used in the initial Kim paper, along with any other common ones...
@Victor0118
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Victor0118 commented Oct 4, 2017 •
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Result of Kim CNN (multichannel) on Subjectivity dataset (Pang and Lee, 2004) with 10-fold CV: 92.9%, while original paper reports 93.2%.

@Victor0118
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Victor0118 commented Oct 4, 2017 •
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Results of Kim CNN on SST-2 dataset

Setup rand static non-static Multichannel
Original paper 82.7 86.8 87.2 88.1
Our Kim-CNN 76.55 84.78 86.10 86.16

There is a big gap between our implementation and the original paper. My implementation is here.

It might be a hyper-parameter tuning issue. Will do it in the future.

@lintool
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lintool commented Oct 11, 2017

@Impavidity can you also look at this results on SST-2 and the subjectivity dataset? Might be an issue of hyperparameter tuning?

@tuzhucheng tuzhucheng mentioned this issue Jul 11, 2018
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@lintool @Victor0118