Author

Botong Geng

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Jul 2026

IQA-T1: Tool-based Visual Evidence Reasoning for Image Quality Assessment

This work proposes IQA-T1, a tool-based visual evidence reasoning framework that augments MLLM reasoning with explicit perceptual observations and constructs Q-Tool, a dataset containing 11k multimodal reasoning chains grounded in tool-generated evidence.

Jin-Jian Wu, Jiaqi Tang, Wei Wei et al. · arXiv.org · 0 citations

Preprint Aug 2026

Remember-R1: Mitigating Long-Context Visual Forgetting through Reinforcement Learning

Remember-R1 is proposed, a reinforcement learning framework that mitigates long-context visual forgetting by applying process-level supervision directly on the original reasoning trajectory, demonstrating its effectiveness in mitigating long-context visual forgetting.

Jianmin Chen, Jiaqi Tang, Wei Wei et al. · 0 citations