I'm a Machine Learning Engineer and Researcher based in Tokyo, Japan, with a focus on model editing and natural language processing. I'm passionate about bridging cutting-edge research with real-world applications, and I take pride in owning projects from start to finish. I'm also highly interested in technologies related to Personalized Companion Agents — interactive systems that engage naturally with humans. I thrive in collaborative environments and enjoy continuously learning new technologies and tools to solve complex problems.

Publications

International Conference on Learning Representations (ICLR) 2025 2025

Mastering Task Arithmetic: τJp as a Key Indicator for Weight Disentanglement

Kotaro Yoshida, Yuji Naraki, Takafumi Horie, Ryosuke Yamaki, Ryotaro Shimizu, Yuki Saito, Julian McAuley, Hiroki Naganuma

NeurIPS 2024 Workshop: Fine-Tuning in Modern Machine Learning: Principles and Scalability (FITML) 2024

Mastering Task Arithmetic: τJp as a Key Indicator for Weight Disentanglement

Kotaro Yoshida, Yuji Naraki, Takafumi Horie, Ryosuke Yamaki, Ryotaro Shimizu, Yuki Saito, Julian McAuley, Hiroki Naganuma

The 13th Conference on Language Resources and Evaluation 2022

Evaluating the Effects of Embedding with Speaker Identity Information in Dialogue Summarization

Yuji NARAKI, Tetsuya SAKAI, Yoshihiko HAYASHI

Preprints

preprint 2024

Augmenting NER datasets with LLMs: towards automated and refined annotation

Yuji Naraki, Ryosuke Yamaki, Yoshikazu Ikeda, Takafumi Horie, Kotaro Yoshida, Ryotaro Shimizu, Hiroki Naganuma

Experience

Apr 2023 - Present

ML Research Engineer LegalOn Technologies, Inc. (formerly LegalForce, Inc.)

Developed stateless APIs using ML models for legal document analysis. Developed asynchronous APIs using Cloud PubSub for time-consuming LLM processing.

Aug 2021 - Sep 2021

Research Internship LegalForce, Inc.

Researched on machine translation for texts with technical terms.

Jul 2021

Research Engineering Internship CyberAgent, Inc.

Developed a text-generation engine for advertisement using templates.

Mar 2021 - Jun 2021

Data Scientist Internship PELORIA, P.B.C.

Developed a deep learning model that ran on social networking sites to create a city risk index.

Jun 2019 - Jun 2021

Machine Learning Engineer Internship AlgoAge Inc

Developed iOS and web applications for attendance & health management. Developed a web application for image annotation. Developed algorithms and frameworks for face recognition. Improved generation of animated characters with face mesh input. Implemented extraction of images from a 3D camera.

Mar 2020 - Mar 2021

Research Assistant Science Tokyo (formerly Tokyo Institute of Technology)

Surveyed NeurIPS 2019 papers in the field of deep learning for language. Implemented an environment for large-scale experimentation in language model learning.

May 2018 - Dec 2019

Machine Learning Engineer Internship Logbii Inc

Analyzed videos of object detection for labeling. Developed a SaaS application for machine learning. Analyzed dynamic dashboard camera for collision detection.

Education

2021—2023

Waseda University

Master of Engineering in Computer Science

Advisor: Prof. Yoshihiko Hayashi and Prof. Tetsunori Kobayashi

Thesis: End-to-End Length Controllable Summarization using Soft Information Masking(Original Title: 指定要約長に応じたソフトな内容選択による要約長操作可能なEnd-to-End要約)

2017—2021

Waseda University

Bachelor of Engineering in Computer Science

Advisor: Prof. Tetsuya Sakai

Thesis: Evaluating the Effects of Embedding with Speaker Identity Information in Dialogue Summarization

Grants

Apr 2021 - Mar 2022

JEES·Softbank AI Scholarship

1,000,000 JPY / Approx 9,000 USD at the time