Author

Jiankang Deng

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#natural language process... Preprint Aug 2026

Listen, Reason, and Segment: Aligning LALMs with Editorial Judgment for Media Chapterization

This work presents AudioChaps, a post-training framework for aligning end-to-end LALMs for this task via Group Relative Policy Optimization (GRPO) guided by Chain-of-Thought (CoT) reasoning, and demonstrates that GRPO-trained LALMs can reliably transform unstructured auditory streams into navigable, structured media.

Tony Alex, Wish Suharitdamrong, Sara Atito et al. · 0 citations

Jul 2026

Model Guides You How to Draw: Adaptive Visual Gating for Unified Multimodal Reasoning

It is observed that the model's internal signals can indicate whether a visual step will benefit reasoning before the entire visual generation is completed, and AdaViG, a training-free adaptive visual gating method for unified multimodal reasoning, is proposed.

Wen Gao, Guanxi Lu, Di-Di Zhu et al. · arXiv.org · 0 citations