3 papers
cs.AI2026
How Identity and Opinion Shape Political Sycophancy in LLMs
Li-Ni Fu, Chang-Chih Meng, Chien-Hua Chen +2
As Large Language Models (LLMs) increasingly encourage users to disclose personal profiles for tailored assistance, measuring their political alignment becomes increasingly importa…
cs.SD2026
Dual-BEATs: Unlocking Zero-Shot Stereo Audio Perception in Audio Large Language Models via Dithering
Shuo-Chun Lin, Hen-Hsen Huang
Multimodal Large Language Models (LLMs) have remarkable semantic audio understanding, yet they remain "spatially agnostic" due to their reliance on mono-channel audio representatio…
cs.CL2026
Where Larger Models Excel: The Primacy of Constraint-Guided Reasoning
Guan-Yi Lin, Hen-Hsen Huang
Larger language models consistently outperform smaller ones on reasoning benchmarks, yet the reasoning differences underlying this gap remain underexplored. Across benchmarks in ma…