update PaddleNLP README

PaddleNLP/README.md

@@ -6,7 +6,7 @@
 
 ## Introduction
 
-PaddleNLP aims to accelerate NLP applications by powerful model zoo, easy-to-use API and detailed tutorials, It's also the NLP best practice for PaddlePaddle 2.0 API system.
+PaddleNLP aims to accelerate NLP applications through powerful model zoo, easy-to-use API with detailed tutorials, It's also the NLP best practice for PaddlePaddle 2.0 API system.
 
 ** This project is still UNDER ACTIVE DEVELOPMENT. **
 
@@ -29,7 +29,7 @@ PaddleNLP aims to accelerate NLP applications by powerful model zoo, easy-to-use
 * paddlepaddle >= 2.0.0-rc1
 
 ```
-pip install paddlenlp
+pip install paddlenlp==2.0.0a
 ```
 
 ## Quick Start
@@ -37,7 +37,7 @@ pip install paddlenlp
 ### Quick Dataset Loading
 
 ```python
-train_ds, test_ds = paddlenlp.datasets.ChnSentiCorp(['train','test'])
+train_ds, test_ds = paddlenlp.datasets.ChnSentiCorp.get_datasets(['train','test'])
 ```
 
 ### Reusable Text Emebdding
@@ -72,4 +72,4 @@ List our notebook tutorials based on AI Studio.
 
 ## License
 
-PaddleNLP is provided under the [Apache-2.0 license](./LICENSE).
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+PaddleNLP is provided under the [Apache-2.0 License](./LICENSE).
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PaddleNLP/examples/bert/predict_classifer.py

@@ -33,7 +33,7 @@ from paddlenlp.transformers.tokenizer_bert import BertTokenizer
 
 from run_glue import convert_example, TASK_CLASSES
 
-MODEL_CLASSES = {"bert": (BertForSequenceClassification, BertTokenizer), }
+MODEL_CLASSES = {"bert": (BertForSequenceClassification, BertTokenizer) }
 
 
 def parse_args():

PaddleNLP/examples/dialogue/README.md

@@ -2,4 +2,4 @@
 
 ## Dialogue General Understanding
 
-## PLATO
+## PLATO-2

PaddleNLP/examples/machine_translation/README.md

-# Machine Translation
+# Machine Translation 机器翻译
 
-从最基础的LSTM Seq2Seq, 到Transformer和TransformerXL训练机器翻译模型
+从最基础的LSTM Seq2Seq, 到Transformer训练机器翻译模型
 
 ## Seq2Seq
 
 ## Transformer
 
-## Transformer-XL

PaddleNLP/examples/text_generation/README.md

 # 文本生成 Text Generation
 
-## 使用Seq2Seq模型完成自动对联模型
+## [使用Seq2Seq模型完成自动对联](./couplet)
 
-## Variational AutoEncoder(VAE) for Text Generation
+## [使用Variational AutoEncoder(VAE)技术提升文本生成质量](./ernie-gen) 
 
-## 使用ERNIE-Gen模型实现自动写诗
+## [通过ERNIE-Gen模型实现自动写诗](./ernie-gen)

PaddleNLP/examples/text_generation/couplet/README.md

+# 使用Seq2Seq模型完成自动对联
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