diff --git a/PaddleNLP/README.md b/PaddleNLP/README.md
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- **丰富而全面的NLP任务支持:**
- - PaddleNLP为您提供了多粒度,多场景的应用支持。涵盖了从[分词](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/lexical_analysis),[词性标注](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/lexical_analysis),[命名实体识别](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/lexical_analysis)等NLP基础技术,到[文本分类](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/sentiment_classification),[文本相似度计算](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/similarity_net),[语义表示](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/pretrain_langauge_models),[文本生成](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/seq2seq)等NLP核心技术。同时,PaddleNLP还提供了针对常见NLP大型应用系统(如[阅读理解](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/machine_reading_comprehension),[对话系统](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/dialogue_system),[机器翻译系统](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/machine_translation)等)的特定核心技术和工具组件,模型和预训练参数等,让您在NLP领域畅通无阻。
+ - PaddleNLP为您提供了多粒度,多场景的应用支持。涵盖了从[分词](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/lexical_analysis),[词性标注](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/lexical_analysis),[命名实体识别](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/lexical_analysis)等NLP基础技术,到[文本分类](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/sentiment_classification),[文本相似度计算](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/similarity_net),[语义表示](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/pretrain_language_models),[文本生成](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/seq2seq)等NLP核心技术。同时,PaddleNLP还提供了针对常见NLP大型应用系统(如[阅读理解](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/machine_reading_comprehension),[对话系统](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/dialogue_system),[机器翻译系统](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/machine_translation)等)的特定核心技术和工具组件,模型和预训练参数等,让您在NLP领域畅通无阻。
- **稳定可靠的NLP模型和强大的预训练参数:**
@@ -55,7 +55,7 @@ cd models/PaddleNLP/sentiment_classification
| **语言模型** | [Language_model](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/language_model) | 基于循环神经网络(RNN)的经典神经语言模型(neural language model)。 |
| **情感分类**:fire: | [Senta](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/sentiment_classification),[EmotionDetection](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/emotion_detection) | Senta(Sentiment Classification,简称Senta)和EmotionDetection两个项目分别提供了面向*通用场景*和*人机对话场景专用*的情感倾向性分析模型。 |
| **文本相似度计算**:fire: | [SimNet](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/similarity_net) | SimNet,又称为Similarity Net,为您提供高效可靠的文本相似度计算工具和预训练模型。 |
-| **语义表示**:fire: | [pretrain_langauge_models](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/pretrain_langauge_models) | 集成了ELMO,BERT,ERNIE 1.0,ERNIE 2.0,XLNet等热门中英文预训练模型。 |
+| **语义表示**:fire: | [pretrain_language_models](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/pretrain_language_models) | 集成了ELMO,BERT,ERNIE 1.0,ERNIE 2.0,XLNet等热门中英文预训练模型。 |
| **文本生成** | [seq2seq](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/PaddleTextGEN) | seq2seq为您提供了一些列经典文本生成模型案例,如vanilla seq2seq,seq2seq with attention,variational seq2seq模型等。 |
| **阅读理解** | [machine_reading_comprehension](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/machine_reading_comprehension) | Paddle Machine Reading Comprehension,集合了百度在阅读理解领域相关的模型,工具,开源数据等一系列工作。包括DuReader (百度开源的基于真实搜索用户行为的中文大规模阅读理解数据集),KT-Net (结合知识的阅读理解模型,SQuAD以及ReCoRD曾排名第一), D-Net (预训练-微调框架,在EMNLP2019 MRQA国际阅读理解评测获得第一),等。 |
| **对话系统** | [dialogue_system](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/dialogue_system) | 包括:1)DGU(Dialogue General Understanding,通用对话理解模型)覆盖了包括**检索式聊天系统**中context-response matching任务和**任务完成型对话系统**中**意图识别**,**槽位解析**,**状态追踪**等常见对话系统任务,在6项国际公开数据集中都获得了最佳效果。
2) knowledge-driven dialogue:百度开源的知识驱动的开放领域对话数据集,发表于ACL2019。
3)ADEM(Auto Dialogue Evaluation Model):对话自动评估模型,可用于自动评估不同对话生成模型的回复质量。 |
@@ -73,7 +73,7 @@ cd models/PaddleNLP/sentiment_classification
├── machine_translation # 机器翻译相关代码,数据,预训练模型
├── dialogue_system # 对话系统相关代码,数据,预训练模型
├── machcine_reading_comprehension # 阅读理解相关代码,数据,预训练模型
-├── pretrain_langauge_models # 语言表示工具箱
+├── pretrain_language_models # 语言表示工具箱
├── language_model # 语言模型
├── lexical_analysis # LAC词法分析
├── shared_modules/models # 共享网络
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diff --git a/README.md b/README.md
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--- a/README.md
+++ b/README.md
@@ -149,7 +149,7 @@ PaddlePaddle 提供了丰富的计算单元,使得用户可以采用模块化
[**PaddleNLP**](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP) 是基于 PaddlePaddle 深度学习框架开发的自然语言处理 (NLP) 工具,算法,模型和数据的开源项目。百度在 NLP 领域十几年的深厚积淀为 PaddleNLP 提供了强大的核心动力。使用 PaddleNLP,您可以得到:
- **丰富而全面的 NLP 任务支持:**
- - PaddleNLP 为您提供了多粒度,多场景的应用支持。涵盖了从[分词](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/lexical_analysis),[词性标注](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/lexical_analysis),[命名实体识别](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/lexical_analysis)等 NLP 基础技术,到[文本分类](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/sentiment_classification),[文本相似度计算](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/similarity_net),[语义表示](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/pretrain_langauge_models),[文本生成](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/seq2seq)等 NLP 核心技术。同时,PaddleNLP 还提供了针对常见 NLP 大型应用系统(如[阅读理解](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/machine_reading_comprehension),[对话系统](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/dialogue_system),[机器翻译系统](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/machine_translation)等)的特定核心技术和工具组件,模型和预训练参数等,让您在 NLP 领域畅通无阻。
+ - PaddleNLP 为您提供了多粒度,多场景的应用支持。涵盖了从[分词](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/lexical_analysis),[词性标注](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/lexical_analysis),[命名实体识别](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/lexical_analysis)等 NLP 基础技术,到[文本分类](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/sentiment_classification),[文本相似度计算](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/similarity_net),[语义表示](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/pretrain_language_models),[文本生成](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/seq2seq)等 NLP 核心技术。同时,PaddleNLP 还提供了针对常见 NLP 大型应用系统(如[阅读理解](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/machine_reading_comprehension),[对话系统](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/dialogue_system),[机器翻译系统](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleNLP/machine_translation)等)的特定核心技术和工具组件,模型和预训练参数等,让您在 NLP 领域畅通无阻。
- **稳定可靠的 NLP 模型和强大的预训练参数:**
- PaddleNLP集成了百度内部广泛使用的 NLP 工具模型,为您提供了稳定可靠的 NLP 算法解决方案。基于百亿级数据的预训练参数和丰富的预训练模型,助您轻松提高模型效果,为您的 NLP 业务注入强大动力。
- **持续改进和技术支持,零基础搭建 NLP 应用:**