From 8156f3c69e8e79eb5050f20fea046092e9d3ad4f Mon Sep 17 00:00:00 2001 From: lyhuang18 <42239874+lyhuang18@users.noreply.github.com> Date: Mon, 8 Jul 2019 05:14:36 +0800 Subject: [PATCH] =?UTF-8?q?=E7=BB=93=E6=9E=9C?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- reproduction/text_classification/README.md | 20 ++++++++++---------- 1 file changed, 10 insertions(+), 10 deletions(-) diff --git a/reproduction/text_classification/README.md b/reproduction/text_classification/README.md index b058fbb2..4b8f44bd 100644 --- a/reproduction/text_classification/README.md +++ b/reproduction/text_classification/README.md @@ -3,20 +3,20 @@ char_cnn :论文链接[Character-level Convolutional Networks for Text Classification](https://arxiv.org/pdf/1509.01626v3.pdf) dpcnn:论文链接[Deep Pyramid Convolutional Neural Networks for TextCategorization](https://ai.tencent.com/ailab/media/publications/ACL3-Brady.pdf) HAN:论文链接[Hierarchical Attention Networks for Document Classification](https://www.cs.cmu.edu/~diyiy/docs/naacl16.pdf) +LSTM+self_attention:论文链接[A Structured Self-attentive Sentence Embedding]() +AWD-LSTM:论文链接[Regularizing and Optimizing LSTM Language Models]() #待补充 -awd_lstm: -lstm_self_attention(BCN?): -awd-sltm: # 数据集及复现结果汇总 使用fastNLP复现的结果vs论文汇报结果(/前为fastNLP实现,后面为论文报道,-表示论文没有在该数据集上列出结果) -model name | yelp_p | sst-2|IMDB| -:---: | :---: | :---: | :---: -char_cnn | 93.80/95.12 | - |- | -dpcnn | 95.50/97.36 | - |- | -HAN |- | - |-| -BCN| - |- |-| -awd-lstm| - |- |-| +model name | yelp_p | yelp_f | sst-2|IMDB| +:---: | :---: | :---: | :---: |----- |:---: +char_cnn | 93.80/95.12 | - | - |- | +dpcnn | 95.50/97.36 | - | - |- | +HAN |- | - | - |-| +LSTM| 95.74/- |- |- |88.52/-| +AWD-LSTM| 95.96/- |- |- |88.91/-| +LSTM+self_attention| 96.34/- | - | - |89.53/-|