2 papers
cs.LG2026
Trust the uncertain teacher: distilling dark knowledge via calibrated uncertainty
Jeonghyun Kim, SooKyung Kim, Richeng Xuan +1
The core of knowledge distillation lies in transferring the teacher's rich 'dark knowledge'-subtle probabilistic patterns that reveal how classes are related and the distribution o…
cs.AI2025
ProgRAG: Hallucination-Resistant Progressive Retrieval and Reasoning over Knowledge Graphs
Minbae Park, Hyemin Yang, Jeonghyun Kim +2
Large Language Models (LLMs) demonstrate strong reasoning capabilities but struggle with hallucinations and limited transparency. Recently, KG-enhanced LLMs that integrate knowledg…