open-information-extraction-system, build open-knowledge-graph(SPO, subject-predicate-object) by pyltp(version==3.4.0)

Overview

Open-Information-Extraction-System

中文开放信息抽取系统, open-information-extraction-system, build open-knowledge-graph(SPO, subject-predicate-object) by pyltp(version==3.4.0)

码源分析

基于LTP依存句法分析(DP, dependency parsing)的中文开放信息抽取系统(rule-based)。

  • 增加并列关系、左附加关系、右附加关系等(递归实现);
  • 这里的依存句法分析只适合简单短句,过长句子、口语化句子dp效果不好会很影响下游抽取。

结果展示(部分)

{
    "ques": "郑州是那个省的",
    "answer": [
        "河南"
    ],
    "desc": "郑州是河南省省会城市,周边有洛阳、开封、新郑、新密、许昌等城市",
    "SPO": [
        [
            "郑州",
            "",
            "那个省"
        ]
    ]
},
{
    "ques": "格林童话《灰姑娘》中,灰姑娘参加舞会时所做的车是由哪种植物变成的?",
    "answer": [
        "南瓜"
    ],
    "desc": "这时,有一位仙女出现了,帮助她摇身一变成为高贵的千金小姐,并将老鼠变成马夫,南瓜变成马车,又变了一套漂亮的衣服和一双水晶(玻璃)鞋给灰姑娘穿上。",
    "SPO": [
        [
            "灰姑娘",
            "参加",
            "舞会"
        ],
        [
            "灰姑娘",
            "参加",
            "舞会"
        ],
        [
            "做车",
            "",
            "变成"
        ]
    ]
 },
 {
    "ques": "中国农历的哪个节气有着北方吃饺子、南方吃汤圆的习俗?",
    "answer": [
        "冬至"
    ],
    "desc": "在冬至节,中国北方有冬至日吃饺子的习俗,南方某些地方有冬至日吃汤圆、粉糍粑的习俗,传说在汉朝的医圣张仲景体念家乡乡民在寒冬中工作的辛苦,在冬至那天利用羊肉等祛寒的药材包在面皮中,作成耳朵的样子,给乡民们治病补身,这个药方的名字...",
    "SPO": [
        [
            "中国农历哪个节气",
            "有着",
            "吃饺子习俗"
        ],
        [
            "北方",
            "",
            "饺子"
        ],
        [
            "南方",
            "",
            "汤圆"
        ]
    ]
}

资源&依赖

Owner
macropodus
A model library for exploring state-of-the-art deep learning topologies and techniques for optimizing Natural Language Processing neural networks

A Deep Learning NLP/NLU library by Intel® AI Lab Overview | Models | Installation | Examples | Documentation | Tutorials | Contributing NLP Architect

Intel Labs 2.9k Dec 31, 2022
Estimation of the CEFR complexity score of a given word, sentence or text.

NLP-Swedish … allows to estimate CEFR (Common European Framework of References) complexity score of a given word, sentence or text. CEFR scores come f

3 Apr 30, 2022
Code for ACL 2021 main conference paper "Conversations are not Flat: Modeling the Intrinsic Information Flow between Dialogue Utterances".

Conversations are not Flat: Modeling the Intrinsic Information Flow between Dialogue Utterances This repository contains the code and pre-trained mode

ICTNLP 90 Dec 27, 2022
ACL'22: Structured Pruning Learns Compact and Accurate Models

☕ CoFiPruning: Structured Pruning Learns Compact and Accurate Models This repository contains the code and pruned models for our ACL'22 paper Structur

Princeton Natural Language Processing 130 Jan 04, 2023
The first online catalogue for Arabic NLP datasets.

Masader The first online catalogue for Arabic NLP datasets. This catalogue contains 200 datasets with more than 25 metadata annotations for each datas

ARBML 94 Dec 26, 2022
This converter will create the exact measure for your cappuccino recipe from the grandiose Rafaella Ballerini!

About CappuccinoJs This converter will create the exact measure for your cappuccino recipe from the grandiose Rafaella Ballerini! Este conversor criar

Arthur Ottoni Ribeiro 48 Nov 15, 2022
Code for the paper in Findings of EMNLP 2021: "EfficientBERT: Progressively Searching Multilayer Perceptron via Warm-up Knowledge Distillation".

This repository contains the code for the paper in Findings of EMNLP 2021: "EfficientBERT: Progressively Searching Multilayer Perceptron via Warm-up Knowledge Distillation".

Chenhe Dong 28 Nov 10, 2022
Weird Sort-and-Compress Thing

Weird Sort-and-Compress Thing A weird integer sorting + compression algorithm inspired by a conversation with Luthingx (it probably already exists by

Douglas 1 Jan 03, 2022
LSTM model - IMDB review sentiment analysis

NLP - Movie review sentiment analysis The colab notebook contains the code for building a LSTM Recurrent Neural Network that gives 87-88% accuracy on

Sundeep Bhimireddy 1 Jan 29, 2022
A design of MIDI language for music generation task, specifically for Natural Language Processing (NLP) models.

MIDI Language Introduction Reference Paper: Pop Music Transformer: Beat-based Modeling and Generation of Expressive Pop Piano Compositions: code This

Robert Bogan Kang 3 May 25, 2022
Journalism AI – Quotes extraction for modular journalism

Quote extraction for modular journalism (JournalismAI collab 2021)

Journalism AI collab 2021 207 Dec 25, 2022
Unofficial PyTorch implementation of Google AI's VoiceFilter system

VoiceFilter Note from Seung-won (2020.10.25) Hi everyone! It's Seung-won from MINDs Lab, Inc. It's been a long time since I've released this open-sour

MINDs Lab 881 Jan 03, 2023
Simple Speech to Text, Text to Speech

Simple Speech to Text, Text to Speech 1. Download Repository Opsi 1 Download repository ini, extract di lokasi yang diinginkan Opsi 2 Jika sudah famil

Habib Abdurrasyid 5 Dec 28, 2021
GPT-3 command line interaction

Writer_unblock Straight-forward command line interfacing with GPT-3. Finding yourself stuck at a conceptual stage? Spinning your wheels needlessly on

Seth Nuzum 6 Feb 10, 2022
Code release for "COTR: Correspondence Transformer for Matching Across Images"

COTR: Correspondence Transformer for Matching Across Images This repository contains the inference code for COTR. We plan to release the training code

UBC Computer Vision Group 358 Dec 24, 2022
A crowdsourced dataset of dialogues grounded in social contexts involving utilization of commonsense.

A crowdsourced dataset of dialogues grounded in social contexts involving utilization of commonsense.

Alexa 62 Dec 20, 2022
Long text token classification using LongFormer

Long text token classification using LongFormer

abhishek thakur 161 Aug 07, 2022
a test times augmentation toolkit based on paddle2.0.

Patta Image Test Time Augmentation with Paddle2.0! Input | # input batch of images / / /|\ \ \ # apply

AgentMaker 110 Dec 03, 2022
Nested Named Entity Recognition

Nested Named Entity Recognition Training Dataset: CBLUE: A Chinese Biomedical Language Understanding Evaluation Benchmark url: https://tianchi.aliyun.

8 Dec 25, 2022
Non-Autoregressive Translation with Layer-Wise Prediction and Deep Supervision

Deeply Supervised, Layer-wise Prediction-aware (DSLP) Transformer for Non-autoregressive Neural Machine Translation

Chenyang Huang 37 Jan 04, 2023