0% Complete
فارسی
Home
/
یازدهمین کنفرانس بین المللی فناوری اطلاعات و دانش
ParsEL 1.0: Unsupervised Entity Linking in Persian Social Media Texts
Authors :
Majid Asgari-bidhendi
1
Farzane Fakhrian
2
Behrouz Minaei-bidgoli
3
1- دانشگاه علم و صنعت ایران
2- دانشگاه علم و صنعت ایران
3- دانشگاه علم و صنعت ایران
Keywords :
Entity Linking، Entity Disambiguation، Persian Language، FarsBase، Knowledge Graph، Social Media Corpus
Abstract :
In recent years, social media data has exponentially increased, which can be enumerated as one of the largest data repositories in the world. A large portion of this social media data is natural language text. However, the natural language is highly ambiguous due to exposure to the frequent occurrences of entities, which have polysemous words or phrases. Entity linking is the task of linking the entity mentions in the text to their corresponding entities in a knowledge base. Recently, FarsBase, a Persian knowledge graph, has been introduced containing almost half a million entities. In this paper, we propose an unsupervised Persian Entity Linking system, the first entity linking system specially focused on the Persian language, which utilizes context-dependent and context-independent features. For this purpose, we also publish the first entity linking corpus of the Persian language containing 67,595 words that have been crawled from social media texts of some popular channels in the Telegram messenger. The output of the proposed method is 86.94% f-score for the Persian language, which is comparable with the similar state-of-the-art methods in the English language.
Papers List
List of archived papers
Epileptic Seizure Detection based on Statistical and Wavelet Features and Siamese Network
Zahra Hossein-Nejad - Mehdi Nasri
بررسی کارآمدی فناوری وب 0.2 در پشتیبانی از فرآیندهای انسان محور و دانش مبنا
سید احسان ملیحی - فاطمه مشایخی کردکلا
Web Service Ranking based on QoS and Use Prefer
Seyed Hossein Siadat - Danial Ramezani - Fatemeh Ahani
Heart Sound Classification based on Group-based Sparse Features of PCG Signal
Zahra Hossein-Nejad - Mehdi Nasri
Task Scheduling for Real-time Object Detection: Methods and Performance Comparison in ADAS Applications
Mahdi Seyfipoor - Sayyed Muhammad Jaffry - Siamak Mohamadi
Statistical Disorder Parameters Computing For Hyperspectral Image Anomaly Detection
Dr Maryam Imani
جانمایی توزیعشده محتوا برای ذخیرهسازی موقت در شبکههای سلولی کوچک با حضور کاربران مخرب
زهرا رشیدی - دکتر وصال حکمی - حانیه سلمانطاهری زهرا رشیدی - وصال حکمی - حانیه سلمانطاهری -
Data Analysis to Reduce Electrical Power Plants
Amirali Sahraei - Jamshid Shanbehzadeh
Enhancing QSAR Modeling: A Fusion of Sequential Feature Selection and Support Vector Machine
Farzaneh Khajehgili-Mirabadi - Mohammad Reza Keyvanpour
KGLM-QA: A Novel Approach for Knowledge Graph-Enhanced Large Language Models for Question Answering
Alireza Akhavan safaei - Pegah Saboori - Reza Ramezani - Mohammadali Nematbakhsh
more
Samin Hamayesh - Version 41.3.1