2 papers
cs.CL2026
Breaking the Pre-Sampling Barrier: Activation-Informed Difficulty-Aware Self-Consistency
Taewoong Yoon, Geunyeong Jeong, Geon Park +2
Self-Consistency (SC) is an effective decoding strategy that improves the reasoning performance of Large Language Models (LLMs) by generating multiple chain-of-thought reasoning pa…
cs.CL2025
STEAM: A Semantic-Level Knowledge Editing Framework for Large Language Models
Geunyeong Jeong, Juoh Sun, Seonghee Lee +1
Large Language Models store extensive factual knowledge acquired during large-scale pre-training. However, this knowledge is inherently static, reflecting only the state of the wor…