3 papers
cs.CL2026
ADVICE: Answer-Dependent Verbalized Confidence Estimation
Ki Jung Seo, Sehun Lim, Taeuk Kim
Recent progress in large language models (LLMs) has enabled them to communicate their confidence in natural language, improving transparency and reliability. However, this expressi…
cs.MA2026
Superficial Success vs. Internal Breakdown: An Empirical Study of Generalization in Adaptive Multi-Agent Systems
Namyoung So, Seokgyu Jang, Taeuk Kim
Adaptive multi-agent systems (MAS) are increasingly adopted to tackle complex problems. However, the narrow task coverage of their optimization raises the question of whether they…
cs.CL2024
Revisiting the Impact of Pursuing Modularity for Code Generation
Deokyeong Kang, Ki Jung Seo, Taeuk Kim
Modular programming, which aims to construct the final program by integrating smaller, independent building blocks, has been regarded as a desirable practice in software developmen…