• Hi!
    It's Yen-Hao

  • I am
    a Researcher

About Me

Hi I'm Yen-Hao Huang, an AI Engineer at TSMC and a Ph.D. graduate from the IDEA Lab of National Tsing Hua University. I am interested in the natural language processing domain, in particular, machine learning, language modeling, and social media text analysis.

My researches focus on the human-centered behavioral studies on social media, such as emotion analysis for user-generated text and the extending fields, such as user interest and mental illness detection. We believes that there are latent patterns exist in natural human expression and dedicate to discover how human beings express their feelings/emotions and behaviors.

Machine Learning

Separated they live in Bookmarksgrove right at the coast of the Semantics

Natural Language Processing

Separated they live in Bookmarksgrove right at the coast of the Semantics

Application

Separated they live in Bookmarksgrove right at the coast of the Semantics

Python

85%

Deep Learning (Tensorflow Pytorch)

85%

Backend API

80%

Network Management

80%

Linux

75%

HTML5+Javascript

70%
Selected Publication

Conference x Journal

  • LeCAR: Leveraging Context for Enhanced Automotive Specification Retrieval
  • EMNLP 2024

  • Leveraging Conflicts in Social Media Posts: Unintended Offense Dataset
  • 2024

  • PIECE: Protagonist Identification and Event Chronology Extraction for Enhanced Timeline Summarization
  • 2024

  • TERMS: Textual Emotion Recognition in Multidimensional Space
  • Applied Intelligence 2023

  • Boosting Factual Consistency and High Coverage in Unsupervised Abstractive Summarization
  • 2023

  • Unsupervised Text Summarization of Long Documents using Dependency-based Noun Phrases and Contextual Order Arrangement
  • ROCLING 2022

  • Graph Knowledge Transfer for Offensive Language Identification with Graph Neural Networks
  • IRI 2022

  • Linguistic Patterns for Code Word Resilient Hate Speech Identification
  • Sensors 2021

  • Dynamic Span Selection for Mandarin Articles Using Contextual Relations and Orthography
  • TAAI 2021

  • Age Estimates from Name Characters
  • Applied Sciences 2021

  • EmotionX-IDEA: Emotion BERT -- an Affectional Model for Conversation
  • SocialNLP 2019 [paper]

  • CARER: Contextualized Affect Representations for Emotion Recognition
  • EMNLP 2018 [paper]

  • Leveraging Linguistic Characteristics for Bipolar Disorder Recognition with Gender Differences
  • DSHealth 2019 [paper]

  • Detection of the Prodromal Phase of Bipolar Disorder from Psychological and Phonological Aspects in Social Media
  • arXiv 2017 [paper]

  • Emotion Combination in Social Media Comments as Features for Sarcasm Detection
  • WISDOM 2019 [paper]

  • Content-Based Echo Chamber Detection on Social Media Platforms
  • ASONAM 2019 [paper]

  • Conquering Cross-source Failure for News Credibility: Learning Generalizable Representations beyond Content Embedding
  • WWW 2020 [paper]

  • Discovering the Latent Writing Style from Articles: A Contextualized Feature Extraction Approach
  • IJCLCLP Vol.24 2019 [paper]

  • 基於上下文特徵萃取法之文章隱藏風格分析
  • TAAI 2018 [paper]

Applications

HTML5 Bootstrap Template by colorlib.com
April 14, 2018 | Web Design | 4

Instagram Map

Separated they live in Bookmarksgrove right at the coast of the Semantics, a large language ocean.

HTML5 Bootstrap Template by colorlib.com
April 14, 2018 | Application | 4

Emotion Map

Separated they live in Bookmarksgrove right at the coast of the Semantics, a large language ocean.

Experience

Work Experience

AI Engineer at TSMC Apr 2024 - Present

Taiwan Semiconductor Manufacturing Company
Working on AI engineering, data science, and NLP projects.

Ph.D. Researcher Sep 2017 - Jan 2023

IDEA Lab, National Tsing Hua University
Focusing on Human-Centered AI, Natural Language Processing, and Social Media Analysis. Conducted research on emotion recognition, mental health detection, and conflict analysis.

TA for Python Programming 2019

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Research Intern at Yahoo! Taiwan 2018 Summer

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TA for Advance Database Systems 2018

Even the all-powerful Pointing has no control about the blind texts it is an almost unorthographic life One day however a small line of blind text by the name of Lorem Ipsum decided to leave for the far World of Grammar.

SE Intern at TSMC 2016 Summer

As a 2-months summmer intern at Taiwan Semi-conductor Manufacturing Company, known as TSMC, Yen-Hao aims to leverage Docker Container techniques for auto manufacturing system deployment.

Best Intern Award for Support Team (IT)

Network Administrator 2013-2015

In charge of the Internet Network and PC classrooms & Server maintaince for Building of Management and Society Building in National Chung Hsin University.