2 papers
cs.AI2026
Planning Takes More Than Token Prediction: Causal Plan for Benchmarking and Building Physically Grounded Embodied Reasoners
Zheng Lu, Mingqi Gao, Qinlei Xie +9
Current benchmarks for embodied vision-language planning inadvertently favor linguistic next-token prediction over physically grounded next-state reasoning. This rewards models tha…
cs.CL2026
StoryLens: Preference-Aligned Story Rewriting via Context-Aware Narrative Enrichment
Hanwen Cui, Yuting Mei, Yuhang Fu +2
Story rewriting aims to adapt existing narratives to diverse reader preferences while preserving plot consistency and narrative coherence. Unlike conventional work on style transfe…