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Yiyu Wang · Xuyang Liu · Xiyan Gui · Xinying Lin · Boxue Yang · Chenfei Liao · Tailai Chen · Linfeng Zhang
Yujie Chen · Tailai Chen · Yifeng Gao · Zoe Wanying He · Yijue Xu · Shaobo Wang · Linfeng Zhang
Prefilling computational costs pose a significant bottleneck for Large Language Models (LLMs) and Large Multimodal Models (LMMs) in long-context settings. While token pruning reduces sequence length, prior methods rely on heuristics that break compatibility with hardware-efficient kernels like Fl...
Longteng Guo · Yifan Wang · Pengkang Huo · Tailai Chen · Yuze Wu · Jing Liu · Xinxin Zhu
Recent multimodal large language models (MLLMs) achieve strong performance on visual reasoning benchmarks, yet it remains unclear to what extent such performance reflects reasoning directly grounded in visual evidence. We introduce VisReason, a benchmark for vision-centric reasoning in everyday s...