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28 changes: 23 additions & 5 deletions README_en.md
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**PaddleNLP** is an *easy-to-use* and *powerful* NLP library with **Awesome** pre-trained model zoo, supporting wide-range of NLP tasks from research to industrial applications.

## News 📢
* 📝 2022.8.1 **PaddleNLP v2.3.5** Released!
* Release the dialogic code generation model [**CodeGen**](./examples/code_generation/codegen), which can be easily used via [Taskflow](./docs/model_zoo/taskflow.md).
* Release [**UIE en**](./model_zoo/uie), supports for multiple tasks in **open-domain** information extraction.
* Release [**RGL**](./examples/few_shot/RGL), an independent research prompt-base tuning approach for few-shot learning, the paper is accepted by NAACL 2022.
* 🍭 2022.6.29 **PaddleNLP v2.3.4** Released! Whole series of Chinese pretrained models [**ERNIE Tiny**](./model_zoo/ernie-3.0) are released to quickly improve deployment efficiency. We also provides smaller and faster models [**UIE Tiny**](./model_zoo/uie) for universal information extraction.
* 🔥 **2022.9.6 [PaddleNLPv2.4](https://github.com/PaddlePaddle/PaddleNLP/releases/tag/v2.4.0) Released!**

* 💎 NLP Tool:**[Pipelines](./pipelines)** released. Supports for fast construction of search engine and question answering systems, and it is expandable to all kinds of NLP systems. Building end-to-end pipelines for NLP tasks like playing Lego!

* 💢 Industrial application:Release **[Complete Solution of Text Classification](./applications/text_classification)** covering various scenarios of text classification: multi-class, multi-label and hierarchical, it also supports for **few-shot learning** and the training and optimization of **TrustAI**. Upgrade for [**Universal Information Extraction**](./model_zoo/uie) and release **UIE-M**, support both Chinese and English information extraction in a single model; release the data distillation solution for UIE to break the bottleneck of time-consuming of inference.

* 🍭 AIGC: Release code generation SOTA model [**CodeGen**](./examples/code_generation/codegen), supports for multiple programming languages code generation. Integrate [**Text to Image Model**](https://github.com/PaddlePaddle/PaddleNLP/blob/develop/docs/model_zoo/taskflow.md#%E6%96%87%E5%9B%BE%E7%94%9F%E6%88%90) DALL·E Mini, Disco Diffusion, Stable Diffusion, let's play and have some fun! Release [**Chinese Text Summarization Application**](./applications/text_summarization), first release of chinese text summarization model pretrained on a large scale of corpus, it can be use via Taskflow API and support for finetuning on your own data.

* 💪 Framework upgrade: Release [**Auto Model Compression API**](./docs/compression.md), supports for pruning and quantization automatically, lower the barriers of model compression; Release [**Few-shot Prompt**](./applications/text_classification/multi_class/few-shot), includes the algorithms such as PET, P-Tuning and RGL.


* 👀 **2022.9.6 PaddlePaddle intelligent financial industry series live course**

* Centering on the industrial practice and development trend of deep learning technology in the financial industry, experts in the industry are invited to share the industrial practice. Discussion on the Future Development of Science and Technology Finance.

* Release the practical examples of industrial practice: Financial document information extraction based on UIE; FAQ question answering system based on Pipelines.

* **Live broadcast at 19:00 on Tuesdays and Thursdays from September 6th.**, scan the QR code to join the WeChat group and get the live link for free, discuss the experience with experts:

<div align="center">
<img src="https://user-images.githubusercontent.com/11793384/188596360-264415d4-5462-43ad-8517-5b7e690061ce.jpg" width="150" height="150" />
</div>

* 🔥 2022.5.16 PaddleNLP [v2.3](https://github.com/PaddlePaddle/PaddleNLP/releases/tag/v2.3.0) Released!🎉
* 💎 Release [**UIE** (Universal Information Extraction)](./model_zoo/uie) technique, single model supports multiple **open-domain** IE tasks. Super easy to use and finetune with few examples via [Taskflow](./docs/model_zoo/taskflow.md).
* 😊 Release [**ERNIE 3.0**](./model_zoo/ernie-3.0) light-weight model achieved better results compared to ERNIE 2.0 on [CLUE](https://www.cluebenchmarks.com/), also including **🗜️lossless model compression** and **⚙️end-to-end deployment**.
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