A collection of Classical Chinese natural language processing models, including Classical Chinese related models and resources on the Internet.

Overview



GitHub issues GitHub stars GitHub license

古文自然语言处理模型合集,收录互联网上的古文相关模型及资源。

更多内容请参考:

古文预训练语言模型

古文预训练语言模型是处理各种古文任务的基础模型,需要结合各种下游任务数据微调,才能发挥最大作用。这里收集了所有互联网上公开的古文预训练语言模型:

名称 简/繁 下载链接 备注
guwenbert-base Hugging Face 基于殆知阁语料和中文模型训练
guwenbert-large Hugging Face
guwenbert-fs-base One Drive 基于殆知阁语料从头训练
roberta-classical-chinese-base-char 简繁 Hugging Face 基于guwenbert训练,扩展了繁体词表
roberta-classical-chinese-large-char 简繁 Hugging Face
sikubert Hugging Face 基于四库全书语料和中文模型训练
sikuroberta Hugging Face

古文应用模型

古文应用模型是基于古文预训练模型,结合特定领域数据微调得到的模型,能够实现古文的各种实际应用。其中guwen-X模型使用的训练数据可以在CCLUE中下载,如果输入包含繁体字请先使用本页最下方提到的工具进行转换。

古文断句

guwen-seg: 基于guwenbert-fs-base的断句模型。

古文标点

guwen-punc: 基于guwenbert-fs-base的标点模型。

古文引号检测

guwen-quote: 基于guwenbert-fs-base的引号检测模型。

注意:如下图所示,使用Transformers自带的序列标注模型存在一定误差,请在实际场景中使用CRF模型解码。相关代码参考 crf_example.ipynb

古文命名实体识别

guwen-ner: 基于guwenbert-base的命名实体识别模型。

注意:为取得最好表现,推荐在实际场景中使用CRF模型解码。相关代码参考 crf_example.ipynb

古文分类

guwen-cls: 基于guwenbert-fs-base的古文分类模型。

古诗情感分类

guwen-sent: 基于guwenbert-base的古文分类模型。

其他古文相关资源

  • OpenCC: 简繁转换工具
  • zhconv: 简繁转换工具 (注意需使用zh-hans选项,只转换单字,避免转换地区词)
  • 甲言Jiayan: 古汉语处理的NLP工具包,古文分词,词性标注,断句,标点等工具
  • UD-Kanbun: 古文分词,词性标注,句法解析
  • daizhigev20: 殆知阁古代文献v2.0语料库
  • chinese-poetry: 最全中文诗歌古典文集数据库
  • Classical-Chinese: 古文现代文翻译平行语料库

关于

本仓库旨在收集互联网上的开源古文NLP模型,版权归原作者所有,欢迎补充更多资源,如有问题可以在Issue区讨论,或邮件联系ethanyt at qq.com

Owner
Ethan
Natural Language Processing, Deep Learning, Information Retrieval, Full-stack Development.
Ethan
Installation, test and evaluation of Scribosermo speech-to-text engine

Scribosermo STT Setup Scribosermo is a LGPL licensed, open-source speech recognition engine to "Train fast Speech-to-Text networks in different langua

Florian Quirin 3 Jun 20, 2022
jiant is an NLP toolkit

jiant is an NLP toolkit The multitask and transfer learning toolkit for natural language processing research Why should I use jiant? jiant supports mu

ML² AT CILVR 1.5k Jan 04, 2023
结巴中文分词

jieba “结巴”中文分词:做最好的 Python 中文分词组件 "Jieba" (Chinese for "to stutter") Chinese text segmentation: built to be the best Python Chinese word segmentation

Sun Junyi 29.8k Jan 02, 2023
apple's universal binaries BUT MUCH WORSE (PRACTICAL SHITPOST) (NOT PRODUCTION READY)

hyperuniversality investment opportunity: what if we could run multiple architectures in a single file, again apple universal binaries, but worse how

luna 2 Oct 19, 2021
🦅 Pretrained BigBird Model for Korean (up to 4096 tokens)

Pretrained BigBird Model for Korean What is BigBird • How to Use • Pretraining • Evaluation Result • Docs • Citation 한국어 | English What is BigBird? Bi

Jangwon Park 183 Dec 14, 2022
PyTorch implementation of NATSpeech: A Non-Autoregressive Text-to-Speech Framework

A Non-Autoregressive Text-to-Speech (NAR-TTS) framework, including official PyTorch implementation of PortaSpeech (NeurIPS 2021) and DiffSpeech (AAAI 2022)

760 Jan 03, 2023
Telegram bot to auto post messages of one channel in another channel as soon as it is posted, without the forwarded tag.

Channel Auto-Post Bot This bot can send all new messages from one channel, directly to another channel (or group, just in case), without the forwarded

Aditya 128 Dec 29, 2022
Tools for curating biomedical training data for large-scale language modeling

Tools for curating biomedical training data for large-scale language modeling

BigScience Workshop 242 Dec 25, 2022
Takes a string and puts it through different languages in Google Translate a requested amount of times, returning nonsense.

PythonTextObfuscator Takes a string and puts it through different languages in Google Translate a requested amount of times, returning nonsense. Requi

2 Aug 29, 2022
Chinese Grammatical Error Diagnosis

nlp-CGED Chinese Grammatical Error Diagnosis 中文语法纠错研究 基于序列标注的方法 所需环境 Python==3.6 tensorflow==1.14.0 keras==2.3.1 bert4keras==0.10.6 笔者使用了开源的bert4keras

12 Nov 25, 2022
AI-powered literature discovery and review engine for medical/scientific papers

AI-powered literature discovery and review engine for medical/scientific papers paperai is an AI-powered literature discovery and review engine for me

NeuML 819 Dec 30, 2022
SHAS: Approaching optimal Segmentation for End-to-End Speech Translation

SHAS: Approaching optimal Segmentation for End-to-End Speech Translation In this repo you can find the code of the Supervised Hybrid Audio Segmentatio

Machine Translation @ UPC 21 Dec 20, 2022
An assignment from my grad-level data mining course demonstrating some experience with NLP/neural networks/Pytorch

NLP-Pytorch-Assignment An assignment from my grad-level data mining course (before I started personal projects) demonstrating some experience with NLP

David Thorne 0 Feb 06, 2022
Search-Engine - 📖 AI based search engine

Search Engine AI based search engine that was trained on 25000 samples, feel free to train on up to 1.2M sample from kaggle dataset, link below StackS

Vladislav Kruglikov 2 Nov 29, 2022
Repository to hold code for the cap-bot varient that is being presented at the SIIC Defence Hackathon 2021.

capbot-siic Repository to hold code for the cap-bot varient that is being presented at the SIIC Defence Hackathon 2021. Problem Inspiration A plethora

Aryan Kargwal 19 Feb 17, 2022
Unofficial Parallel WaveGAN (+ MelGAN & Multi-band MelGAN & HiFi-GAN & StyleMelGAN) with Pytorch

Parallel WaveGAN implementation with Pytorch This repository provides UNOFFICIAL pytorch implementations of the following models: Parallel WaveGAN Mel

Tomoki Hayashi 1.2k Dec 23, 2022
내부 작업용 django + vue(vuetify) boilerplate. 짠 하면 돌아감.

Pocket Galaxy 아주 간단한 개인용, 혹은 내부용 툴을 만들어야하는데 이왕이면 웹이 편하죠? 그럴때를 위해 만들어둔 django와 vue(vuetify)로 이뤄진 boilerplate 입니다. 각 폴더에 있는 설명서대로 실행을 시키면 일단 당장 뭔가가 돌아갑니

Jamie J. Seol 16 Dec 03, 2021
Black for Python docstrings and reStructuredText (rst).

Style-Doc Style-Doc is Black for Python docstrings and reStructuredText (rst). It can be used to format docstrings (Google docstring format) in Python

Telekom Open Source Software 13 Oct 24, 2022
This repository contains the code for running the character-level Sandwich Transformers from our ACL 2020 paper on Improving Transformer Models by Reordering their Sublayers.

Improving Transformer Models by Reordering their Sublayers This repository contains the code for running the character-level Sandwich Transformers fro

Ofir Press 53 Sep 26, 2022