Merge pull request #1193 from KPatr1ck/doc

[README]Updata README of punc example.

examples/iwslt2012/punc0/README.md

@@ -3,33 +3,15 @@
 - IWLST2012中文：test2012
 
 ## 运行代码
-- 运行 `run.sh 0 0 conf/train_conf/bertBLSTM_zh.yaml 1 conf/data_conf/chinese.yaml `
+- 运行 `./run.sh 0 0 conf/ernie_linear.yaml 1`
 
 ## 实验结果：
-- BertLinear
-  - 实验配置：conf/train_conf/bertLinear_zh.yaml
+- ErnieLinear
+  - 实验配置：conf/ernie_linear.yaml
   - 测试结果
 
     |           | COMMA     | PERIOD    | QUESTION  | OVERALL  |  
     |-----------|-----------|-----------|-----------|--------- |  
-    |Precision  | 0.425665  | 0.335190  | 0.698113  | 0.486323 |  
-    |Recall     | 0.511278  | 0.572108  | 0.787234  | 0.623540 |  
-    |F1         | 0.464560  | 0.422717  | 0.740000  | 0.542426 |  
-
-- BertBLSTM
-  - 实验配置：conf/train_conf/bertBLSTM_zh.yaml
-  - 测试结果 avg_1
-
-    |           | COMMA     | PERIOD    | QUESTION  | OVERALL  |  
-    |-----------|-----------|-----------|-----------|--------- |  
-    |Precision  |  0.469484 | 0.550604  | 0.801887  | 0.607325 |
-    |Recall     |  0.580271 | 0.592408  | 0.817308  | 0.663329 |
-    |F1         |  0.519031 | 0.570741  | 0.809524  | 0.633099 |  
-
-  - BertBLSTM/avg_1测试标贝合成数据
-
-    |           | COMMA     | PERIOD    | QUESTION  | OVERALL  |  
-    |-----------|-----------|-----------|-----------|--------- |  
-    |Precision  |  0.217192 | 0.196339  | 0.820717  | 0.411416 |
-    |Recall     |  0.205922 | 0.892531  | 0.416162  | 0.504872 |
-    |F1         |  0.211407 | 0.321873  | 0.552279  | 0.361853 |
+    |Precision  | 0.471831  | 0.497679  | 0.830189  | 0.599899 |  
+    |Recall     | 0.583172  | 0.641148  | 0.846154  | 0.690158 |  
+    |F1         | 0.521626  | 0.560376  | 0.838095  | 0.640033 |  

examples/iwslt2012/punc0/conf/ernie_linear.yaml

@@ -24,7 +24,7 @@ model_params:
   num_classes: 4
 
 training:
-  n_epoch: 100
+  n_epoch: 20
   lr: !!float 1e-5
   lr_decay: 1.0 
   weight_decay: !!float 1e-06