Recent advances in interactive world models have made it possible to generate controllable, dynamic environments from action inputs. Yet current models struggle to maintain coherence beyond roughly one minute of rollout, a limitation rooted not in model capacity but in the scarcity of long-horizon training data. Existi...
Kang He, Wen-Shuo Peng, Chuan-Hao Li et al.· 1 citation
Depression is a prevalent mental disorder that affects millions worldwide, with early detection crucial for effective intervention. While exist?ing methods have achieved promising results in automated depression detection, they face two key limitations: (1) noise in post screening: symptom-based semantic screening is e...
Shen Zheng, Yu-Zhe Ding, Xiao-Hui Liang et al.· 0 citations
It is argued that accurate citation requires a shift from similarity-based search to active, claim-level reasoning, and proposed ReCite, a decoupled agentic framework that orchestrates location perception, intent-aware query planning, and reflective verification.
Yu-Yang Huang, Bobo Li, Jia-Jia Song et al.· 0 citations
This work introduces MMDS-Bench, a diagnostic benchmark for multimodal dynamic stance classification in social media parent-reply interactions, and evaluates 12 closed-source and open-source multimodal large language models and proposed reference-grounded LLM-judge protocol for assessing reasoning quality.
Yuzhe Ding, Kang He, Li Zheng et al.· 0 citations
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