2 papers
cs.CL2026
TiTok: Transfer Token-level Knowledge via Contrastive Excess to Transplant LoRA
Chanjoo Jung, Jaehyung Kim
Large Language Models (LLMs) are widely applied in real world scenarios, yet fine-tuning them comes with significant computational and storage costs. Parameter-Efficient Fine-Tunin…
cs.CL2025
Personalized LLM Decoding via Contrasting Personal Preference
Hyungjune Bu, Chanjoo Jung, Minjae Kang +1
As large language models (LLMs) are progressively deployed in various real-world applications, personalization of LLMs has become increasingly important. While various approaches t…