EpiCaR: Knowing What You Don't Know Matters for Better Reasoning in LLMs. - Je Won Yeom; Jaewon Sok; Seonghyeon Park; Jeongjae Park; Taesup Kim (CoRR, 2026)

Garbage Attention in Large Language Models: BOS Sink Heads and Sink-aware Pruning. - Jaewon Sok; Je Won Yeom; Seonghyeon Park; Jeongjae Park; Taesup Kim (CoRR, 2026)

Efficient Epistemic Uncertainty Estimation for Large Language Models via Knowledge Distillation. - Seonghyeon Park; Je Won Yeom; Jaewon Sok; Jeongjae Park; Heejun Kim; Taesup Kim (CoRR, 2026)

From Noise to Diversity: Random Embedding Injection in LLM Reasoning. - Heejun Kim; Seungpil Lee; Je Won Yeom; Jaewon Sok; Seonghyeon Park; Jeongjae Park; Taesup Kim; Sundong Kim (CoRR, 2026)

Hallucination as Commitment Failure: Larger LLMs Misfire Despite Knowing the Answer. - Je Won Yeom; Jaewon Sok; Heejun Kim; Seonghyeon Park; Jeongjae Park; Taesup Kim (CoRR, 2026)