中文問句產生器;使用台達電閱讀理解資料集(DRCD)

Overview

Transformer QG on DRCD

The inputs of the model refers to

we integrate C and A into a new C' in the following form.
C' = [c1, c2, ..., [HL], a1, ..., a|A|, [HL], ..., c|C|]

Proposed by Ying-Hong Chan & Yao-Chung Fan. (2019). A Re-current BERT-based Model for Question Generation.

我們還有另外一個英文QG: Transformer-QG-on-SQuAD

Features

  • 完整的流程;從微調到模型評分
  • 支援許多先進的語言模型
  • 內建Flask,可快速作為API server

DRCD dataset

台達閱讀理解資料集 Delta Reading Comprehension Dataset (DRCD) 屬於通用領域繁體中文機器閱讀理解資料集。 DRCD資料集從2,108篇維基條目中整理出10,014篇段落,並從段落中標註出30,000多個問題。

Available models

Use in Transformers

from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
  
tokenizer = AutoTokenizer.from_pretrained("p208p2002/bart-drcd-qg-hl")

model = AutoModelForSeq2SeqLM.from_pretrained("p208p2002/bart-drcd-qg-hl")

Expriments

Model Bleu 1 Bleu 2 Bleu 3 Bleu 4 METEOR ROUGE-L
BART-HLSQG 34.25 27.70 22.43 18.13 23.58 36.88

Environment requirements

The hole development is based on Ubuntu system

  1. If you don't have pytorch 1.6+ please install or update first

https://pytorch.org/get-started/locally/

  1. Install packages pip install -r requirements.txt

  2. Setup scorer python setup_scorer.py

  3. Download dataset python init_dataset.py

Training

Seq2Seq LM

usage: train_seq2seq_lm.py [-h]
                           [--base_model {bert-base-chinese,uer/bart-base-chinese-cluecorpussmall,p208p2002/bart-drcd-qg-hl}]
                           [-d {drcd}] [--batch_size BATCH_SIZE]
                           [--epoch EPOCH] [--lr LR] [--dev DEV] [--server]
                           [--run_test] [-fc FROM_CHECKPOINT]

optional arguments:
  -h, --help            show this help message and exit
  --base_model {bert-base-chinese,uer/bart-base-chinese-cluecorpussmall,p208p2002/bart-drcd-qg-hl}
  -d {drcd}, --dataset {drcd}
  --batch_size BATCH_SIZE
  --epoch EPOCH
  --lr LR
  --dev DEV
  --server
  --run_test
  -fc FROM_CHECKPOINT, --from_checkpoint FROM_CHECKPOINT

Run as API server

From pre-trained (recommend)

python train_seq2seq_lm.py --server --base_model p208p2002/bart-drcd-qg-hl

From your own checkpoint

python train_xxx_lm.py --server --base_model YOUR_BASE_MODEL --from_checkpoint FROM_CHECKPOINT

Request example

curl --location --request POST 'http://127.0.0.1:5000/' \
--header 'Content-Type: application/x-www-form-urlencoded' \
--data-urlencode 'context=[HL]伊隆·里夫·馬斯克[HL]是一名企業家和商業大亨'
{"predict": "哪一個人是一名企業家和商業大亨?"}
Owner
Philip
NLP Engineer and Full Stack Developer
Philip
PyTorch implementation of convolutional neural networks-based text-to-speech synthesis models

Deepvoice3_pytorch PyTorch implementation of convolutional networks-based text-to-speech synthesis models: arXiv:1710.07654: Deep Voice 3: Scaling Tex

Ryuichi Yamamoto 1.8k Dec 30, 2022
Finetune gpt-2 in google colab

gpt-2-colab finetune gpt-2 in google colab sample result (117M) from retraining on A Tale of Two Cities by Charles Di

212 Jan 02, 2023
Code for "Parallel Instance Query Network for Named Entity Recognition", accepted at ACL 2022.

README Code for Two-stage Identifier: "Parallel Instance Query Network for Named Entity Recognition", accepted at ACL 2022. For details of the model a

Yongliang Shen 45 Nov 29, 2022
scikit-learn wrappers for Python fastText.

skift scikit-learn wrappers for Python fastText. from skift import FirstColFtClassifier df = pandas.DataFrame([['woof', 0], ['meow', 1]], colu

Shay Palachy 233 Sep 09, 2022
LV-BERT: Exploiting Layer Variety for BERT (Findings of ACL 2021)

LV-BERT Introduction In this repo, we introduce LV-BERT by exploiting layer variety for BERT. For detailed description and experimental results, pleas

Weihao Yu 14 Aug 24, 2022
Pytorch code for ICRA'21 paper: "Hierarchical Cross-Modal Agent for Robotics Vision-and-Language Navigation"

Hierarchical Cross-Modal Agent for Robotics Vision-and-Language Navigation This repository is the pytorch implementation of our paper: Hierarchical Cr

44 Jan 06, 2023
🚀Clone a voice in 5 seconds to generate arbitrary speech in real-time

English | 中文 Features 🌍 Chinese supported mandarin and tested with multiple datasets: aidatatang_200zh, magicdata, aishell3, data_aishell, and etc. ?

Vega 25.6k Dec 31, 2022
CredData is a set of files including credentials in open source projects

CredData is a set of files including credentials in open source projects. CredData includes suspicious lines with manual review results and more information such as credential types for each suspicio

Samsung 19 Sep 07, 2022
Contact Extraction with Question Answering.

contactsQA Extraction of contact entities from address blocks and imprints with Extractive Question Answering. Goal Input: Dr. Max Mustermann Hauptstr

Jan 2 Apr 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
AI Assistant for Building Reliable, High-performing and Fair Multilingual NLP Systems

AI Assistant for Building Reliable, High-performing and Fair Multilingual NLP Systems

Microsoft 37 Nov 29, 2022
A natural language processing model for sequential sentence classification in medical abstracts.

NLP PubMed Medical Research Paper Abstract (Randomized Controlled Trial) A natural language processing model for sequential sentence classification in

Hemanth Chandran 1 Jan 17, 2022
Machine learning models from Singapore's NLP research community

SG-NLP Machine learning models from Singapore's natural language processing (NLP) research community. sgnlp is a Python package that allows you to eas

AI Singapore | AI Makerspace 21 Dec 17, 2022
OpenChat: Opensource chatting framework for generative models

OpenChat is opensource chatting framework for generative models.

Hyunwoong Ko 427 Jan 06, 2023
Just Another Telegram Ai Chat Bot Written In Python With Pyrogram.

OkaeriChatBot Just another Telegram AI chat bot written in Python using Pyrogram. Requirements Python 3.7 or higher.

Wahyusaputra 2 Dec 23, 2021
Edge-Augmented Graph Transformer

Edge-augmented Graph Transformer Introduction This is the official implementation of the Edge-augmented Graph Transformer (EGT) as described in https:

Md Shamim Hussain 21 Dec 14, 2022
Precision Medicine Knowledge Graph (PrimeKG)

PrimeKG Website | bioRxiv Paper | Harvard Dataverse Precision Medicine Knowledge Graph (PrimeKG) presents a holistic view of diseases. PrimeKG integra

Machine Learning for Medicine and Science @ Harvard 103 Dec 10, 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.

Kumar Saksham 26 Dec 25, 2022
本插件是pcrjjc插件的重置版,可以独立于后端api运行

pcrjjc2 本插件是pcrjjc重置版,不需要使用其他后端api,但是需要自行配置客户端 本项目基于AGPL v3协议开源,由于项目特殊性,禁止基于本项目的任何商业行为 配置方法 环境需求:.net framework 4.5及以上 jre8 别忘了装jre8 别忘了装jre8 别忘了装jre8

132 Dec 26, 2022
Unofficial Python library for using the Polish Wordnet (plWordNet / Słowosieć)

Polish Wordnet Python library Simple, easy-to-use and reasonably fast library for using the Słowosieć (also known as PlWordNet) - a lexico-semantic da

Max Adamski 12 Dec 23, 2022