In this summary, various NLP tools and resources for text paraphrasing, translation, and Chinese language analysis are discussed. These include popular options such as Baidu Translator, Pegasus Paraphrase, Google Translate, LSTM and T5 paraphrase generators, English and sentence-level paraphrasers, contextual search models trained using fine-tuned paraphrase models, open-source libraries, online tools, and ‘mbart50’, a multilingual language model.

Translators/Paraphraser for casual usage

baidu translator (api) provided by paddlehub

baidu language detector (api)

text style transfer:

https://blog.csdn.net/qq_27590277/article/details/106991084

python google translate api:

pip install googletrans

google translate in php:

https://github.com/Stichoza/google-translate-php

paraphrase via rephrasing and reordering

pegasus paraphrase:

increase the num_beams and temperature

https://analyticsindiamag.com/how-to-paraphrase-text-using-pegasus-transformer/

https://www.thepythoncode.com/article/paraphrase-text-using-transformers-in-python

example paraphrase project using LSTM as decoder and encoder:

https://github.com/vsuthichai/paraphraser

paraphrase with t5:

https://github.com/Vamsi995/Paraphrase-Generator

paraphrase dataset:

https://github.com/Wys997/Chinese-Paraphrase-from-Quora

文本纠错

https://github.com/James4Ever0/pycorrector

数据增强变换句子形式

https://yongzhuo.blog.csdn.net/article/details/89166307

https://github.com/zhanlaoban/eda_nlp_for_Chinese

calculate perplexity:

https://github.com/DUTANGx/Chinese-BERT-as-language-model

https://github.com/James4Ever0/nlp-fluency

https://zhuanlan.zhihu.com/p/265677864

https://github.com/mattzheng/py-kenlm-model

multi-purpose tool for chinese: 偏旁部首情感分析

https://github.com/SeanLee97/xmnlp

敏感词过滤语言检测训练语料库

https://github.com/fighting41love/funNLP

paraphraser.io

multilingual paraphrase database:

paraphrase.org

simbert

https://www.zhihu.com/question/317540171

BERT：原始版本bertRoberta：哈工大开源的中文wwm roberta模型BERT-SQ：本人在百度知道相似句数据集(Sim-Query)上微调后的bert模型Roberta-SQ：同上BERT-Whitening： @苏剑林最新博客中提出的白化模型。Roberta-Whitening：同上

https://yongzhuo.blog.csdn.net/article/details/89166307

language fluency test:

https://github.com/baojunshan/nlp-fluency

many paraphraser models for english are on huggingface, but few for chinese.

https://huggingface.co/lijingxin/mt5-for-zh-paraphrase

https://pypi.org/project/genienlp/

https://github.com/salesforce/decaNLP

parrot paraphraser with nlu engines for english:

https://github.com/PrithivirajDamodaran/Parrot_Paraphraser

sentence level paraphraser:

https://github.com/vsuthichai/paraphraser

document level paraphraser, with sentence rewriting and reordering(shuffle):