From 3fb0b4911d5be66ef157df3d46d046e16ffc7b36 Mon Sep 17 00:00:00 2001
From: liyukun01 <liyukun01@baidu.com>
Date: Wed, 20 May 2020 16:18:36 +0800
Subject: [PATCH] Fixed citation format

---
 README.eng.md                  | 24 ++++++++++++++++++------
 README.md                      | 25 +++++++++++++++++++------
 experimental/seq2seq/README.md |  6 +++---
 3 files changed, 40 insertions(+), 15 deletions(-)

diff --git a/README.eng.md b/README.eng.md
index bc8b6bc..5d24c36 100644
--- a/README.eng.md
+++ b/README.eng.md
@@ -234,24 +234,36 @@ Knowledge distillation is good way to compress and accelerate ERNIE.
 
 For details about distillation, see [here](./distill/README.md)
 
-### Citation
+# Citation
 
-please cite [ERNIE 2.0](https://arxiv.org/abs/1907.12412):
+### ERNIE 1.0
+```
+@article{sun2019ernie,
+  title={Ernie: Enhanced representation through knowledge integration},
+  author={Sun, Yu and Wang, Shuohuan and Li, Yukun and Feng, Shikun and Chen, Xuyi and Zhang, Han and Tian, Xin and Zhu, Danxiang and Tian, Hao and Wu, Hua},
+  journal={arXiv preprint arXiv:1904.09223},
+  year={2019}
+}
+```
 
+### ERNIE 2.0
 ```
-@article{SunERNIE,
+@article{sun2019ernie20,
   title={ERNIE 2.0: A Continual Pre-training Framework for Language Understanding},
   author={Sun, Yu and Wang, Shuohuan and Li, Yukun and Feng, Shikun and Tian, Hao and Wu, Hua and Wang, Haifeng},
+  journal={arXiv preprint arXiv:1907.12412},
+  year={2019} 
 }
 ```
 
-and [ERNIE Gen](https://arxiv.org/abs/2001.11314)
+### ERNIE-GEN
 
 ```
-@article{Xiao2020ERNIE,
+@article{xiao2020ernie-gen,
   title={ERNIE-GEN: An Enhanced Multi-Flow Pre-training and Fine-tuning Framework for Natural Language Generation},
   author={Xiao, Dongling and Zhang, Han and Li, Yukun and Sun, Yu and Tian, Hao and Wu, Hua and Wang, Haifeng},
-  year={2020},
+  journal={arXiv preprint arXiv:2001.11314},
+  year={2020}
 }
 ```
 
diff --git a/README.md b/README.md
index 90d720f..62f8749 100644
--- a/README.md
+++ b/README.md
@@ -235,23 +235,36 @@ ids = np.expand_dims(ids, -1) # ids.shape==[BATCH, SEQLEN, 1]
 
 知识蒸馏是进行ERNIE模型压缩、加速的有效方式；关于知识蒸馏的实现细节请参见[这里](./distill/README.md)。
 
-### 引用
+# 文献引用
 
-[ERNIE 2.0](https://arxiv.org/abs/1907.12412)
+### ERNIE 1.0
 ```
-@article{SunERNIE,
+@article{sun2019ernie,
+  title={Ernie: Enhanced representation through knowledge integration},
+  author={Sun, Yu and Wang, Shuohuan and Li, Yukun and Feng, Shikun and Chen, Xuyi and Zhang, Han and Tian, Xin and Zhu, Danxiang and Tian, Hao and Wu, Hua},
+  journal={arXiv preprint arXiv:1904.09223},
+  year={2019}
+}
+```
+
+### ERNIE 2.0
+```
+@article{sun2019ernie20,
   title={ERNIE 2.0: A Continual Pre-training Framework for Language Understanding},
   author={Sun, Yu and Wang, Shuohuan and Li, Yukun and Feng, Shikun and Tian, Hao and Wu, Hua and Wang, Haifeng},
+  journal={arXiv preprint arXiv:1907.12412},
+  year={2019} 
 }
 ```
 
-[ERNIE Gen](https://arxiv.org/abs/2001.11314)
+### ERNIE-GEN
 
 ```
-@article{Xiao2020ERNIE,
+@article{xiao2020ernie-gen,
   title={ERNIE-GEN: An Enhanced Multi-Flow Pre-training and Fine-tuning Framework for Natural Language Generation},
   author={Xiao, Dongling and Zhang, Han and Li, Yukun and Sun, Yu and Tian, Hao and Wu, Hua and Wang, Haifeng},
-  year={2020},
+  journal={arXiv preprint arXiv:2001.11314},
+  year={2020}
 }
 ```
 
diff --git a/experimental/seq2seq/README.md b/experimental/seq2seq/README.md
index 42f02f8..dc75330 100644
--- a/experimental/seq2seq/README.md
+++ b/experimental/seq2seq/README.md
@@ -1,13 +1,13 @@
-# ERNIE Gen
+# ERNIE-GEN
 
 [ERNIE-GEN](https://arxiv.org/pdf/2001.11314.pdf) is a multi-flow language generation framework for both pre-training and fine-tuning.
 Only finetune strategy is illustrated in this section.
 
 ## Finetune
 
-We use Abstractive Summarization task CNN/DailyMail to illustate usage of ERNIE Gen, you can download preprocessed finetune data from [here](https://ernie-github.cdn.bcebos.com/data-cnndm.tar.gz)
+We use Abstractive Summarization task CNN/DailyMail to illustate usage of ERNIE-GEN, you can download preprocessed finetune data from [here](https://ernie-github.cdn.bcebos.com/data-cnndm.tar.gz)
 
-To starts finetuning ERNIE Gen, run:
+To starts finetuning ERNIE-GEN, run:
 
 ```script
 python3 -m paddle.distributed.launch \
-- 
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