Author

Jing Shi

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#natural language process... Preprint Aug 2026

M$^3$R-Bench: A Unified Benchmark for Evidence-Grounded Multimodal Metaphor Understanding

M$^3$R-Reasoner is proposed, which combines curriculum-based reasoning supervision with task-aware reinforcement learning to align model reasoning with metaphor interpretation and improves Visual Evidence and Sentiment Justification scores over GPT-5.

Hongye Jiang, Jun-Nan Zhu, Jing-Wang Huang et al. · 0 citations

Preprint Aug 2026

Thinking with Anchors: Grounded and Efficient Document Reasoning

ADOPD 2026 is presented, a reasoning-oriented extension of ADOPD that turns page decomposition into spatially grounded document understanding and provides a task framework that moves document understanding beyond localization toward anchor-grounded document intelligence.

Sichen Zhu, Yuchen Zhu, Wenzhuo Xu et al. · 0 citations