全局指针统一处理嵌套与非嵌套NER

Last update: Jan 06, 2023

Related tags

Miscellaneous GlobalPointer

Overview

GlobalPointer

全局指针统一处理嵌套与非嵌套NER。

介绍

博客：https://kexue.fm/archives/8373

效果

人民日报NER

	验证集F1	测试集F1	训练速度	预测速度
CRF	96.39%	95.46%	1x	1x
GlobalPointer (w/o RoPE)	54.35%	62.59%	1.61x	1.13x
GlobalPointer (w/ RoPE)	96.25%	95.51%	1.56x	1.11x

CLUENER

	验证集F1	测试集F1	训练速度	预测速度
CRF	79.51%	78.70%	1x	1x
GlobalPointer	80.03%	79.44%	1.22x	1x

CMeEE

	验证集F1	测试集F1	训练速度	预测速度
CRF	63.81%	64.39%	1x	1x
GlobalPointer	64.84%	65.98%	1.52x	1.13x

环境

需要bert4keras >= 0.10.6。个人实验环境是tensorflow 1.14 + keras 2.3.1 + bert4keras 0.10.6。

交流

QQ交流群：808623966，微信群请加机器人微信号spaces_ac_cn

Owner

苏剑林(Jianlin Su)

科学爱好者

GitHub Repository

urlwatch is intended to help you watch changes in webpages and get notified of any changes.

urlwatch is intended to help you watch changes in webpages and get notified (via e-mail, in your terminal or through various third party services) of any changes.

2.5k Jan 08, 2023

One line Brainfuck interpreter in Python

16 Dec 21, 2022

SMS-b0mber VANDALIZM developed for VK group

VANDALIZM SMS-b0mber VANDALIZM developed for VK group https://vk.com/dark__code if you come across this code, you can use it for your own purposes) ус

5 Jun 24, 2022

Rufus port to linux, writed on Python3

Rufus-for-Linux Rufus port to linux, writed on Python3 Программа будет иметь тот же интерфейс что и оригинал, и тот же функционал. Программа создается

10 May 12, 2022

a wordle-solver written in python

Wordle Solver Overview This is yet another wordle solver. It is built with the word list of the official wordle website, but it should also work with

10 Sep 24, 2022

Tools for downloading and processing numerical weather predictions

NWP Tools for downloading and processing numerical weather predictions At the moment, this code is focused on downloading historical UKV NWPs produced

6 Nov 24, 2022

A frontend to ease the use of pulseaudio's routing capabilities, mimicking voicemeeter's workflow

Pulsemeeter A frontend to ease the use of pulseaudio's routing capabilities, mimicking voicemeeter's workflow Features Create virtual inputs and outpu

164 Jan 04, 2023

Simple application that does transformation with HPF and LPFs.

Simple application that applies Butterworth, Gaussian & Ideal kernels on HPF and LPFs -aka Frequency Domain Filtering- Upload image from sidebar, set

3 Jul 06, 2022

Placeholders is a single-unit storage solution for your Frontend.

Placeholder Placeholders is a single-unit file storage solution for your Frontend. Why Placeholder? Generally, when a website/service requests for fil

1 Nov 09, 2021

A Gura parser implementation for Python

Gura parser This repository contains the implementation of a Gura format parser in Python. Installation pip install gura-parser Usage import gura gur

19 Jan 25, 2022

pyshell is a Linux subprocess module

pyshell A Linux subprocess module, An easier way to interact with the Linux shell pyshell should be cross platform but has only been tested with linux

4 Mar 02, 2022

→ Plantilla de registro para Python

🔧 Pasos Necesarios CMD 🖥️ SOCKETS pip install sockets 🎨 COLORAMA pip install colorama 💻 Código register-by-inputs from turtle import color # Impor

4 Mar 12, 2022

tetrados is a tool to generate a density of states using the linear tetrahedron method from a band structure.

tetrados tetrados is a tool to generate a density of states using the linear tetrahedron method from a band structure. Currently, only VASP calculatio

1 Dec 21, 2021

An upgraded version of extractJS

extractJS_2.0 An enhanced version of extractJS with even more functionality Features Discover JavaScript files directly from the webpage Customizable

4 Dec 21, 2022

Convert temps in your Alfred search bar

Alfred Temp Converter Convert temps in your Alfred search bar. Download Here Usage: temp 100f converts to Celsius, Kelvin, and Rankine. temp 100c conv

4 Apr 11, 2022

Access Modbus RTU via API call to Sungrow WiNet-S

SungrowModbusWebClient Access Modbus RTU via API call to Sungrow WiNet-S Class based on pymodbus.ModbusTcpClient, completely interchangeable, just rep

8 Oct 30, 2022

OpenTracing API for Python

OpenTracing API for Python This library is a Python platform API for OpenTracing. Required Reading In order to understand the Python platform API, one

767 Dec 16, 2022

Repositorio com arquivos processados da CPI da COVID para facilitar analise

cpi4all Repositorio com arquivos processados da CPI da COVID para facilitar analise Organização No site do senado é possivel encontrar a lista de todo

12 Aug 16, 2021

A basic layout of atm working of my local database

Software for working Banking service 😄 This project was developed for Banking service. mysql server is required To have mysql server on your system u

1 Oct 21, 2021

A PDM plugin to publish to PyPI

PDM Publish A PDM plugin to publish to PyPI NOTE: Consider if you need this over using twine directly Installation If you installed pdm via pipx: pipx

20 Aug 06, 2022