채주완

성균관대학교

Joowan Chae

I am an undergraduate student at Sungkyunkwan University interested in language models, retrieval-augmented generation, preference optimization,autonomous data agents. I use this blog to organize paper reviews, math notes, and implementation-oriented study logs.

GitHub
Email: joowancheachae@gmail.com

Research Interests

  • Retrieval-augmented generation and semantic search
  • Reasoning agents for structured data analysis
  • Embedding models and contrastive learning
  • LLM alignment and preference optimization
  • Reinforcement Learning
  • Multimodal reasoning for planning and control
  • Vision-Language-Action (VLA) models and embodied AI

Currently Studying About

  • Foundation model architectures and pre-training
  • LLM reasoning, ReAct-style workflows, and verification
  • Machine learning fundamentals and mathematical intuition
  • Course notes from operating systems, networks, and ML

Recent Posts

Orca-Math: Unlocking the potential of SLMs in Grade School Math 리뷰

3 minute read

Background 수학 문제 해결은 Small Language Model (SLM)에게는 어려운 과제로 여겨진다. 최근 연구에 따르면 모델 자체의 성능만으로 GSM8K benchmark (초등학생 수학 문제)에서 80% 이상의 성능을 달성하기 위해서는 최소 34B paramete...