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
Framework for fine-tuning pretrained transformers for Named-Entity Recognition (NER) tasks

NERDA Not only is NERDA a mesmerizing muppet-like character. NERDA is also a python package, that offers a slick easy-to-use interface for fine-tuning

Ekstra Bladet 141 Dec 30, 2022
Ask for weather information like a human

weather-nlp About Ask for weather information like a human. Goals Understand typical questions like: Hourly temperatures in Potsdam on 2020-09-15. Rai

5 Oct 29, 2022
Searching keywords in PDF file folders

keyword_searching Steps to use this Python scripts: (1)Paste this script into the file folder containing the PDF files you need to search from; (2)Thi

1 Nov 08, 2021
A Streamlit web app that generates Rick and Morty stories using GPT2.

Rick and Morty Story Generator This project uses a pre-trained GPT2 model, which was fine-tuned on Rick and Morty transcripts, to generate new stories

₸ornike 33 Oct 13, 2022
Ptorch NLU, a Chinese text classification and sequence annotation toolkit, supports multi class and multi label classification tasks of Chinese long text and short text, and supports sequence annotation tasks such as Chinese named entity recognition, part of speech tagging and word segmentation.

Pytorch-NLU,一个中文文本分类、序列标注工具包,支持中文长文本、短文本的多类、多标签分类任务,支持中文命名实体识别、词性标注、分词等序列标注任务。 Ptorch NLU, a Chinese text classification and sequence annotation toolkit, supports multi class and multi label classifi

186 Dec 24, 2022
Sequence model architectures from scratch in PyTorch

This repository implements a variety of sequence model architectures from scratch in PyTorch. Effort has been put to make the code well structured so that it can serve as learning material. The train

Brando Koch 11 Mar 28, 2022
Simplified diarization pipeline using some pretrained models - audio file to diarized segments in a few lines of code

simple_diarizer Simplified diarization pipeline using some pretrained models. Made to be a simple as possible to go from an input audio file to diariz

Chau 65 Dec 30, 2022
MASS: Masked Sequence to Sequence Pre-training for Language Generation

MASS: Masked Sequence to Sequence Pre-training for Language Generation

Microsoft 1.1k Dec 17, 2022
Which Apple Keeps Which Doctor Away? Colorful Word Representations with Visual Oracles

Which Apple Keeps Which Doctor Away? Colorful Word Representations with Visual Oracles (TASLP 2022)

Zhuosheng Zhang 3 Apr 14, 2022
(ACL-IJCNLP 2021) Convolutions and Self-Attention: Re-interpreting Relative Positions in Pre-trained Language Models.

BERT Convolutions Code for the paper Convolutions and Self-Attention: Re-interpreting Relative Positions in Pre-trained Language Models. Contains expe

mlpc-ucsd 21 Jul 18, 2022
PhoNLP: A BERT-based multi-task learning toolkit for part-of-speech tagging, named entity recognition and dependency parsing

PhoNLP is a multi-task learning model for joint part-of-speech (POS) tagging, named entity recognition (NER) and dependency parsing. Experiments on Vietnamese benchmark datasets show that PhoNLP prod

VinAI Research 109 Dec 02, 2022
Sentiment Analysis Project using Count Vectorizer and TF-IDF Vectorizer

Sentiment Analysis Project This project contains two sentiment analysis programs for Hotel Reviews using a Hotel Reviews dataset from Datafiniti. The

Simran Farrukh 0 Mar 28, 2022
HAN2HAN : Hangul Font Generation

HAN2HAN : Hangul Font Generation

Changwoo Lee 36 Dec 28, 2022
Demo programs for the Talking Head Anime from a Single Image 2: More Expressive project.

Demo Code for "Talking Head Anime from a Single Image 2: More Expressive" This repository contains demo programs for the Talking Head Anime

Pramook Khungurn 901 Jan 06, 2023
The ibet-Prime security token management system for ibet network.

ibet-Prime The ibet-Prime security token management system for ibet network. Features ibet-Prime is an API service that enables the issuance and manag

BOOSTRY 8 Dec 22, 2022
Sentence boundary disambiguation tool for Japanese texts (日本語文境界判定器)

Bunkai Bunkai is a sentence boundary (SB) disambiguation tool for Japanese texts. Quick Start $ pip install bunkai $ echo -e '宿を予約しました♪!まだ2ヶ月も先だけど。早すぎ

Megagon Labs 160 Dec 23, 2022
Python SDK for working with Voicegain Speech-to-Text

Voicegain Speech-to-Text Python SDK Python SDK for the Voicegain Speech-to-Text API. This API allows for large vocabulary speech-to-text transcription

Voicegain 3 Dec 14, 2022
⚖️ A Statutory Article Retrieval Dataset in French.

A Statutory Article Retrieval Dataset in French This repository contains the Belgian Statutory Article Retrieval Dataset (BSARD), as well as the code

Maastricht Law & Tech Lab 19 Nov 17, 2022
☀️ Measuring the accuracy of BBC weather forecasts in Honolulu, USA

Accuracy of BBC Weather forecasts for Honolulu This repository records the forecasts made by BBC Weather for the city of Honolulu, USA. Essentially, t

Max Halford 12 Oct 15, 2022
VampiresVsWerewolves - Our Implementation of a MiniMax algorithm with alpha beta pruning in the context of an in-class competition

VampiresVsWerewolves Our Implementation of a MiniMax algorithm with alpha beta pruning in the context of an in-class competition. Our Algorithm finish

Shawn 1 Jan 21, 2022