Think While Watching: Online Streaming Segment-Level Memory for Multi-Turn Video Reasoning in Multimodal Large Language Models
Lu Wang · Zhuoran Jin · Yupu Hao · Yubo Chen · Kang Liu · Yulong Ao · Jun Zhao
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Lu Wang · Zhuoran Jin · Yupu Hao · Yubo Chen · Kang Liu · Yulong Ao · Jun Zhao
Hao Zhang · Lyu Mengsi · Zhuo Chen · Yulong Ao · Yonghua Lin
Large Language Models (LLMs) demonstrate exceptional capabilities across various tasks, but their deployment is constrained by high computational and memory costs. Model pruning provides an effective means to alleviate these demands. However, existing methods often ignore the characteristics of p...
Hao Zhang · Lyu Mengsi · Chenrui He · Yulong Ao · Yonghua Lin
Large Multimodal Models (LMMs) have achieved significant success across various tasks. These models usually encode visual inputs into dense token sequences, which are then concatenated with textual tokens and jointly processed by a language model. However, the increased token count substantially...