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YVIC Research

Research on compact language models, representation, and on-device language systems.

About

YVIC Research studies compact language models and how they behave under limited capacity. The work focuses on representation geometry, controllable behavior, and efficient language systems that run under real-world deployment constraints.

Research interests

  • Compact language models and semantic structure
  • Representation-level analysis of prompt and prefix control
  • Generalization after pretraining
  • On-device language systems

Luna (on-device system)

Luna is an offline language system built for studying compact models in practical settings. It is used to test local inference, retrieval, and on-device interaction on consumer hardware.

Luna system interface

Luna is maintained as a research system for local and private language model deployment.