梁 震

Researcher

Creating technology that connects people beyond language barriers

PhD Student at Kyoto University・CEO of EastLinker Inc.

OriginBeijing
CurrentKyoto
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About Me

About Me

Bridging Foreign Language Education and AI Technology

Education

PhD Student, Graduate School of Human and Environmental Studies, Kyoto University, Department of Cognitive Science in Language

PhD Student • Research

Experience

CEO, EastLinker Inc.

Founded 2023 - AI, System Development, EdTech

Teaching

Japanese Teacher at New Oriental (7 years, 5,000+ hours of teaching)

7+ Years Experience

Specialization

Foreign Language Education, Second Language Acquisition, Applied Linguistics

Large Language Model (LLM) Fine-tuning and Development

Machine Learning for Vocabulary Difficulty Prediction and Language Assessment

Educational Grammar and English for Academic Purposes

Academic Research

Research Activities

Innovating AI Technology in Language Education

Publications

英語検定教科書コーパスに基づく高頻度コロケーションの分析

2024Conference Presentations

中野 珠悠・梁 震・笹尾 洋介

全国英語教育学会 JASELE 第49回福岡研究大会

汎用言語モデルは日本語学習者データに基づく語彙難易度を予測できるのか

2024Conference Presentations

梁 震・笹尾 洋介

言語処理学会2024

日中バイリンガルの音声版日本語語彙サイズテストの開発と検証

2023Peer-Reviewed Papers

彭 悦, 梁 震, 笹尾 洋介

日本語教育, 185, pp. 93–108

Motion and memory in VR: The influence of VR control method on memorization of foreign language orthography

2023Peer-Reviewed Papers

Vincent, N. H., Liang, Z., & Sasao, Y.

International Journal on Cybernetics & Informatics (IJCI), 12(1), pp. 151–164

日本語学習における映像作品の字幕利用ー言語選択の視点からー

2022Peer-Reviewed Papers

彭 悦, 梁 震, 笹尾 洋介

言語文化教育研究, 20, pp. 335–356

日中バイリンガルの音声版日本語語彙サイズテストの開発と検証

2022Conference Presentations

彭 悦・梁 震・笹尾 洋介

日本語教育学会秋季大会予稿集

日本語語彙問題の選択肢自動生成プログラムの開発と検証

2022Conference Presentations

梁 震・笹尾 洋介

日本語教育学会春季大会予稿集

Technical Expertise

Skills & Technologies

From Full-Stack Development to Machine Learning

Programming Languages

JavaScript
95%
TypeScript
90%
Python
85%
Swift
80%

Frontend

React
95%
Next.js
90%
React Native
85%

Backend

Node.js
90%
Django
85%

Database

MongoDB
90%
MariaDB
85%

Cloud

AWS
85%
Google Cloud
80%
Vercel
90%

AI & Machine Learning

PyTorch
85%
TensorFlow
80%
Certifications

Professional Qualifications & Achievements

2020

JLPT N1 (Perfect Score)

Japanese Language Proficiency Test - Highest level with perfect score

2019

ICT Proficiency Test

Information and Communications Technology certification

2022

Japanese Driver's License

Full driving license issued in Japan

2018

Chinese Driver's License

Full driving license issued in China

2018

College English Test Level 4

National English proficiency test for Chinese university students

2025

CATTI International Translation

Chinese-Japanese Translation Certification - International version of China Accreditation Test for Translators and Interpreters

2025

CATTI International Interpretation

Chinese-Japanese Interpretation Certification - International version of China Accreditation Test for Translators and Interpreters

Language Proficiency
🇯🇵

Japanese

JLPT N1 Perfect Score • Native Level

Proficiency100%
🇨🇳

Chinese

Native (Beijing)

Proficiency100%
🇺🇸

English

CET Level 4 • Academic Writing

Proficiency75%
Featured Projects

Project Portfolio

Practical Application Development

Tech Leadership

As founder of EastLinker Inc., spearheaded Agile development methodology implementation, CI/CD pipeline architecture, microservices design patterns, and DevOps culture cultivation. Comprehensive oversight from product management to technical architecture decisions.

Agile/ScrumCI/CDMicroservicesDevOpsProduct ManagementTechnical Architecture

Sokudoku Gorilla

Ongoing2025-Present

Interactive speed reading practice system for Japanese learners

Main Features

  • Level-based content from beginner to advanced
  • Real-time reading speed (WPM) and comprehension measurement
  • Interactive learning with quiz format
  • Progress visualization and tracking

Technology Stack

Next.js
TypeScript
Tailwind CSS
Vercel
PostgreSQL

日雨日語 (Nichiu Nichigo)

Completed2022-2023

Efficient Japanese vocabulary learning and listening practice mobile application

Main Features

  • Cross-platform support with React Native and Swift
  • Flexible data modeling with MongoDB
  • Serverless processing on AliCloud

Technology Stack

React Native
Swift
Node.js
MongoDB
AliCloud Function Compute

Vocabulary Profiler 'Matsunoha'

Active2023-2024

Web tool for text analysis that determines word difficulty and visualizes vocabulary levels

Main Features

  • Full-stack development with Next.js
  • MeCab morphological analysis on AWS Lambda
  • Robust code design with TypeScript

Technology Stack

Next.js
AWS Lambda
Node.js
Vercel Postgres
TypeScript

LandS English Learning App

Completed2021-2022

English learning application specialized in listening and speaking skills

Main Features

  • Robust infrastructure based on Google Cloud
  • Native experience implementation with Swift
  • High-speed response with Nginx

Technology Stack

Google Cloud Platform
Swift
Nginx
MariaDB

LLM Analysis & Fine-tuning Research

Ongoing2023-Present

Research project for analyzing and customizing LLMs specialized for foreign language education

Main Features

  • Large language model analysis with TensorFlow
  • LLM customization for foreign language education
  • Utilizing Transformers library

Technology Stack

Python
TensorFlow
Transformers
Axolotl

LLM Vocabulary Difficulty Estimation System

Ongoing2024

Development of a system that predicts vocabulary difficulty by training large language models with known difficulty data. Joint research project with National Institute for Japanese Language and Linguistics.

Main Features

  • Automatic vocabulary difficulty prediction using BERT-based models
  • Machine learning models utilizing diverse linguistic features
  • Industry-academia collaboration with National Institute for Japanese Language and Linguistics
  • Evaluation using Japanese learner corpus data

Technology Stack

Python
TensorFlow
Transformers
BERT
Natural Language Processing

Education-Specialized LLM Development Project

Ongoing2024

Research on developing education-specific large language models with novel architectures that overcome constraints of existing LLMs for foreign language education.

Main Features

  • Custom model architecture design for educational domains
  • Multilingual educational content generation
  • Learner-level adaptive text generation
  • Novel evaluation metrics development and validation

Technology Stack

PyTorch
Transformers
Hugging Face
Custom Architecture
Fine-tuning

Automatic Vocabulary Question Generation System

Ongoing2024

Advanced vocabulary question generation system for Japanese language education utilizing Word2Vec embeddings and Latent Dirichlet Allocation (LDA). Leverages distributional semantics and topic modeling for high-precision distractor generation.

Main Features

  • Semantic similarity extraction using Word2Vec distributed representations
  • Contextual distractor generation through LDA topic modeling
  • Vocabulary difficulty estimation via MeCab morphological analysis
  • Automated quality assessment using machine learning algorithms

Technology Stack

Python
Word2Vec
scikit-learn
Gensim
NLTK
MeCab
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Teaching Experience

Japanese Language Education

JLPT N1 Perfect Score

180/180

Highest achievement in Japanese proficiency

7
Years of Experience
5,000+
Teaching Hours
300+
Students Taught
95%
JLPT Pass Rate

Professional Teaching Background

New Oriental Education & Technology Group

As a senior Japanese language instructor at New Oriental, I have developed and delivered comprehensive Japanese language curricula for students at all levels, from beginners to advanced learners preparing for JLPT N1.

Key Achievements
  • Developed original teaching materials and methods
  • Maintained 95% student JLPT pass rate
  • Recognized as Top Instructor multiple times
Teaching Specialties
  • JLPT N1-N5 comprehensive preparation
  • Business Japanese for professionals
  • Conversational fluency development

Course Offerings

Basic Japanese Course

Foundation course for beginners starting their Japanese journey

  • Hiragana and Katakana mastery
  • Essential grammar patterns
  • Daily conversation skills
  • Cultural understanding

JLPT Preparation

Comprehensive test preparation for all JLPT levels

  • Targeted vocabulary building
  • Grammar pattern mastery
  • Reading comprehension strategies
  • Listening skill enhancement

Business Japanese

Professional Japanese for workplace communication

  • Business etiquette and keigo
  • Email and document writing
  • Meeting and presentation skills
  • Industry-specific terminology

Teaching Philosophy

Language learning is not just about memorizing words and grammar; it's about building bridges between cultures and opening doors to new opportunities. My goal is to make every student's journey both effective and enjoyable.

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