Chinese Grammatical Error Diagnosis

Last update: Nov 25, 2022

Related tags

Text Data & NLP nlp-CGED

Overview

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，一个keras版的transformer模型库。bert4keras的更多介绍参见这里。

项目目录

├── bert4keras
├── data 存放数据
├── pretrained_model 存放预训练模型
├── models 存放CRF等算法
├── CGED_train.py 训练代码
├── CGED_predict.py 评估和测试代码

数据集

数据集采用的CGED官方提供转换为序列标注的形式，具体可以看data中的数据

使用说明

1.下载预训练语言模型
可采用BERT-Base, Chinese等模型
更多的预训练语言模型可参见bert4keras给出的权重。
2.构建数据集(数据集已处理好)
train.json和test.json
3.训练模型

python CGED_train.py

4.评估和测试

python CGED_predict.py

结果

数据集	f1	precision	recall
test	0.46373	0.48993	0.44019

有任何问题欢迎私聊

Owner

GitHub Repository

GraphNLI: A Graph-based Natural Language Inference Model for Polarity Prediction in Online Debates

GraphNLI: A Graph-based Natural Language Inference Model for Polarity Prediction in Online Debates Vibhor Agarwal, Sagar Joglekar, Anthony P. Young an

2 Jun 30, 2022

Use the state-of-the-art m2m100 to translate large data on CPU/GPU/TPU. Super Easy!

Easy-Translate is a script for translating large text files in your machine using the M2M100 models from Facebook/Meta AI. We also privide a script fo

41 Dec 15, 2022

A flask application to predict the speech emotion of any .wav file.

This is a speech emotion recognition app. It will allow you to train a modular MLP model with the RAVDESS dataset, and then use that model with a flask application to predict the speech emotion of an

2 Dec 15, 2021

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

160 Dec 23, 2022

Voice Assistant inspired by Google Assistant, Cortana, Alexa, Siri, ...

author: @shival_gupta VoiceAI This program is an example of a simple virtual assitant It will listen to you and do accordingly It will begin with wish

1 Jan 06, 2022

Speech Recognition for Uyghur using Speech transformer

Speech Recognition for Uyghur using Speech transformer Training: this model using CTC loss and Cross Entropy loss for training. Download pretrained mo

11 Nov 17, 2022

Artificial Conversational Entity for queries in Eulogio "Amang" Rodriguez Institute of Science and Technology (EARIST)

🤖 Coeus - EARIST A.C.E 💬 Coeus is an Artificial Conversational Entity for queries in Eulogio "Amang" Rodriguez Institute of Science and Technology,

3 Oct 14, 2022

Towards Nonlinear Disentanglement in Natural Data with Temporal Sparse Coding

Towards Nonlinear Disentanglement in Natural Data with Temporal Sparse Coding

61 Dec 21, 2022

IMS-Toucan is a toolkit to train state-of-the-art Speech Synthesis models

IMS-Toucan is a toolkit to train state-of-the-art Speech Synthesis models. Everything is pure Python and PyTorch based to keep it as simple and beginner-friendly, yet powerful as possible.

247 Jan 05, 2023

A python package to fine-tune transformer-based models for named entity recognition (NER).

nerblackbox A python package to fine-tune transformer-based language models for named entity recognition (NER). Resources Source Code: https://github.

13 Jul 30, 2022

A website which allows you to play with the GPT-2 transformer

transformers A website which allows you to play with the GPT-2 model Built with ❤️ by raphtlw Table of contents Model Setup About Contributors Model T

2 Jan 27, 2022

Twitter Sentiment Analysis using #tag, words and username

Twitter Sentment Analysis Web App using #tag, words and username to fetch data finds Insides of data and Tells Sentiment of the perticular #tag, words or username.

26 Dec 25, 2022

NLP and Text Generation Experiments in TensorFlow 2.x / 1.x

Code has been run on Google Colab, thanks Google for providing computational resources Contents Natural Language Processing（自然语言处理） Text Classificati

1.5k Nov 14, 2022

Course project of [email protected]

NaiveMT Prepare Clone this repository git clone [email protected]:Poeroz/NaiveMT.git

2 Apr 24, 2022

Persian Bert For Long-Range Sequences

ParsBigBird: Persian Bert For Long-Range Sequences The Bert and ParsBert algorithms can handle texts with token lengths of up to 512, however, many ta

63 Dec 14, 2022

Code for the paper "A Simple but Tough-to-Beat Baseline for Sentence Embeddings".

Code for the paper "A Simple but Tough-to-Beat Baseline for Sentence Embeddings".

1.1k Dec 27, 2022

Source code of the "Graph-Bert: Only Attention is Needed for Learning Graph Representations" paper

Graph-Bert Source code of "Graph-Bert: Only Attention is Needed for Learning Graph Representations". Please check the script.py as the entry point. We

14 Mar 25, 2022

NL-Augmenter 🦎 → 🐍 A Collaborative Repository of Natural Language Transformations

NL-Augmenter 🦎 → 🐍 The NL-Augmenter is a collaborative effort intended to add transformations of datasets dealing with natural language. Transformat

684 Jan 09, 2023

Natural Language Processing with transformers

we want to create a repo to illustrate usage of transformers in chinese

763 Dec 27, 2022

This repository describes our reproducible framework for assessing self-supervised representation learning from speech

LeBenchmark: a reproducible framework for assessing SSL from speech Self-Supervised Learning (SSL) using huge unlabeled data has been successfully exp

49 Aug 24, 2022