全局指针统一处理嵌套与非嵌套NER

Overview

GlobalPointer

全局指针统一处理嵌套与非嵌套NER。

介绍

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
苏剑林(Jianlin Su)
Flask html response minifier

Flask-HTMLmin Minify flask text/html mime type responses. Just add MINIFY_HTML = True to your deployment config to minify HTML and text responses of y

Hamid Feizabadi 85 Dec 07, 2022
Anonfiles files leaker via keyword.

Anonfiles files leaker via keyword

Trac3D1y 6 Nov 23, 2022
DD监控室第一版

DD监控室 运行指南

执明神君 1.2k Dec 31, 2022
Simple module with some functions such as generate password (get_random_string)

Simple module with some functions such as generate password (get_random_string), fix unicode strings, size converter, dynamic console, read/write speed checker, etc.

Dmitry 2 Dec 03, 2022
Animation picker for Audodesk Maya 2017 (or higher)

Dreamwall Picker Animation picker for Audodesk Maya 2017 (or higher) Authors: Lionel Brouyère, Olivier Evers This tool is a fork of Hotbox Designer (L

DreamWall 93 Dec 21, 2022
Send notifications created in Frappe or ERPNext as push notication via Firebase Cloud Message(FCM)

FCM Notification for ERPNext Send notifications created in Frappe or ERPNext as push notication via Firebase Cloud Message(FCM) Steps to use the app:

Tridz 9 Nov 14, 2022
Hopefully it'll become a very annoying desktop pet

AnnoyingPet Basic Tutorial: https://seebass22.github.io/python-desktop-pet-tutorial/ Handling Mouse Input: https://pythonhosted.org/pynput/mouse.html

1 Jun 08, 2022
skimpy is a light weight tool that provides summary statistics about variables in data frames within the console.

skimpy Welcome Welcome to skimpy! skimpy is a light weight tool that provides summary statistics about variables in data frames within the console. Th

267 Dec 29, 2022
A small script I made that takes any standard Decklist of magic the gathering cards and pulls all card images from scryfall at once!

A small script I made that takes any standard Decklist of magic the gathering cards and pulls all card images from scryfall at once!

15 Aug 26, 2022
switching computer? changing your setup? You need to automate the download of your current setup? This is the right tool for you :incoming_envelope:

🔮 setup_shift(SS.py) switching computer? changing your setup? You need to automate the download of your current setup? This is the right tool for you

Mohamed Elfaleh 15 Aug 26, 2022
Data on COVID-19 (coronavirus) cases, deaths, hospitalizations, tests • All countries • Updated daily by Our World in Data

COVID-19 Dataset by Our World in Data Find our data on COVID-19 and its documentation in public/data. Documentation Data: complete COVID-19 dataset Da

Our World in Data 5.5k Jan 03, 2023
This is a practice on Airflow, which is building virtual env, installing Airflow and constructing data pipeline (DAGs)

airflow-test This is a practice on Airflow, which is Builing virtualbox env and setting Airflow on that env Installing Airflow using python virtual en

Jaeyoung 1 Nov 01, 2021
Account Manager / Nuker with GUI.

Account Manager / Nuker Remove all friends Block all friends Leave all servers Mass create servers Close all dms Mass dm Exit Setup git clone https://

Lodi#0001 1 Oct 23, 2021
Paintbot - Forward & Inverse Kinematics

PAINTBOT - FORWARD & INVERSE KINEMATICS: Overview: We built a simulation of a RRR robot shown in the figure below. The robot has 3 links and is connec

Alex Lin 1 Oct 21, 2021
Library management using python & MySQL

Library management using python & MySQL Dev/Editor: Pavan Ananth Sharma & MK Akash Introduction: This is an intermediate project which is a user-frie

Pavan Ananth Sharma 2 Jul 05, 2022
Winxp_python3.6.15 - Python 3.6.15 For Windows XP SP3

This is Python version 3.6.15 Copyright (c) 2001-2021 Python Software Foundation. All rights reserved. See the end of this file for further copyright

Alex Free 13 Sep 11, 2022
A Python tool to check ASS subtitles for common mistakes and errors.

A Python tool to check ASS subtitles for common mistakes and errors.

1 Dec 18, 2021
Context-free grammar to Sublime-syntax file

Generate a sublime-syntax file from a non-left-recursive, follow-determined, context-free grammar

Haggai Nuchi 8 Nov 17, 2022
Ballistic calculator for Airsoft

Ballistic-calculator-for-Airsoft 用于Airsoft的弹道计算器 This is a ballistic calculator for airsoft gun. To calculate your airsoft gun's ballistic, you should

3 Jan 20, 2022
Shell scripts made simple 🐚

zxpy Shell scripts made simple 🐚 Inspired by Google's zx, but made much simpler and more accessible using Python. Rationale Bash is cool, and it's ex

Tushar Sadhwani 492 Dec 27, 2022