Rinta

Researcher

Exploring the frontiers of LLM reasoning and intelligent agents.

I am a researcher at STAIR Lab , Chiba Institute of Technology. My research focuses on understanding and advancing the reasoning capabilities of large language models and building more capable AI agents.

I am particularly interested in how LLMs perform complex reasoning tasks, including mathematical problem-solving, logical inference, and multi-step planning. My work explores novel architectures and training methodologies to enhance these capabilities.

Beyond reasoning, I investigate the design and implementation of autonomous agents that can effectively interact with their environment, use tools, and accomplish complex goals through structured planning and execution.

Research Interests

LLM Reasoning

Investigating the mechanisms behind chain-of-thought reasoning, mathematical problem-solving, and logical inference in large language models.

Chain-of-ThoughtMathematical ReasoningLogical Inference

AI Agents

Designing autonomous agents capable of tool use, multi-step planning, and effective interaction with complex environments.

Tool UsePlanningMulti-Agent Systems

Knowledge Representation

Exploring how language models encode and retrieve factual knowledge, and methods for improving knowledge consistency.

Knowledge GraphsRetrieval-Augmented Generation

Publications

Coming soon.

Contact

Affiliation

STAIR Lab

Chiba Institute of Technology