Yuan Lin

Forget everything you thought you knew about multimodal agent memory: TaskMem learns what to remember on the fly, boosting VQA accuracy by up to 7% without even looking at the raw video.

LLMs struggle to navigate the complex, multi-turn justification and response dynamics of real-world patent examination, revealing critical gaps in legal reasoning and technical novelty judgment.