Update README.md

README.md

@@ -1,9 +1,39 @@
 ---
+library_name: paddlenlp
 license: apache-2.0
 language:
-  - zh
-library_name: paddlenlp
-tags:
-  - fill-mask
-mask_token: "[MASK]"
+- zh
 ---
+# PaddlePaddle/ernie-1.0-base-zh
+
+## Introduction
+
+We present a novel language representation model enhanced by knowledge called ERNIE (Enhanced Representation through kNowledge IntEgration). 
+Inspired by the masking strategy of BERT, ERNIE is designed to learn language representation enhanced by knowledge masking strategies, 
+which includes entity-level masking and phrase-level masking. Entity-level strategy masks entities which are usually composed of multiple words.
+Phrase-level strategy masks the whole phrase which is composed of several words standing together as a conceptual unit.
+Experimental results show that ERNIE outperforms other baseline methods, achieving new state-of-the-art results on five Chinese natural language processing tasks 
+including natural language inference, semantic similarity, named entity recognition, sentiment analysis and question answering. 
+We also demonstrate that ERNIE has more powerful knowledge inference capacity on a cloze test.
+
+More detail: https://arxiv.org/abs/1904.09223
+
+## Available Models
+
+- ernie-1.0-base-zh
+- ernie-1.0-large-zh-cw
+
+## How to Use?
+
+Click on the *Use in paddlenlp* button on the top right!
+
+## Citation Info
+
+```text
+@article{ernie2.0,
+  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},
+}
+```