3 papers
cs.LG2025
CIMR: Contextualized Iterative Multimodal Reasoning for Robust Instruction Following in LVLMs
Yangshu Yuan, Heng Chen, Xinyi Jiang +2
The rapid advancement of Large Language Models (LLMs) and Large Vision-Language Models (LVLMs) has enhanced our ability to process and generate human language and visual informatio…
cs.AI2025
When Chain of Thought is Necessary, Language Models Struggle to Evade Monitors
Scott Emmons, Erik Jenner, David K. Elson +5
While chain-of-thought (CoT) monitoring is an appealing AI safety defense, recent work on "unfaithfulness" has cast doubt on its reliability. These findings highlight an important…
cs.CL2025
Instruction Tuning for Story Understanding and Generation with Weak Supervision
Yangshu Yuan, Heng Chen, Christian Ng
Story understanding and generation have long been a challenging task in natural language processing (NLP), especially when dealing with various levels of instruction specificity. I…