decision prediction 1large language models 1mental state representation 1mental world modeling 1multimodal reasoning 1world models 1
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cs.CL2026
Mental World Modeling
Hao Fei, Yiran Zhao
The paper introduces Mental World Modeling (MWM), a framework that integrates agents' mental states (beliefs, desires, intentions) into world models, and presents a training‑free b…
cs.CL2025
Grammar Induction from Visual, Speech and Text
Yu Zhao, Hao Fei, Shengqiong Wu +3
Grammar Induction could benefit from rich heterogeneous signals, such as text, vision, and acoustics. In the process, features from distinct modalities essentially serve complement…
cs.CL2024
NUS-Emo at SemEval-2024 Task 3: Instruction-Tuning LLM for Multimodal Emotion-Cause Analysis in Conversations
Meng Luo, Han Zhang, Shengqiong Wu +3
This paper describes the architecture of our system developed for Task 3 of SemEval-2024: Multimodal Emotion-Cause Analysis in Conversations. Our project targets the challenges of…