Towards Multimodal Large Language Models with Both Training and Inference Efficiency
Qianhao Yuan · Yanjiang Liu · Guozhao Mo · Yaojie Lu · Hongyu Lin · Jia Zheng · Ben He · Xianpei Han · Le Sun
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Qianhao Yuan · Yanjiang Liu · Guozhao Mo · Yaojie Lu · Hongyu Lin · Jia Zheng · Ben He · Xianpei Han · Le Sun
Dan Wang · Guozhao Mo · Yafei Shi · Cheng Zhang · Bo Zheng (Taobao & · Boxi Cao · Xuanang Chen · Yaojie Lu · Hongyu Lin · Ben He · Xianpei Han · Le Sun
Multilingual Retrieval-Augmented Generation (mRAG) leverages cross-lingual evidence to ground Large Language Models (LLMs) in global knowledge. However, we show that current mRAG systems suffer from a language bias during reranking, systematically favoring English and the query’s native language....
Yihan Chen · Jiawei Chen · Guozhao Mo · Xuanang Chen · Ben He · Xianpei Han · Le Sun
The growing use of large language models (LLMs) in peer review threatens scholarly integrity. Recent conference policies allow AI tools for language polishing but prohibit their use for generating substantive content. However, existing detectors mainly rely on stylistic cues, making it difficult...
Hao Zheng · Guozhao Mo · Xinru Yan · Qianhao Yuan · Wenkai Zhang · Xuanang Chen · Yaojie Lu · Hongyu Lin · Xianpei Han · Le Sun
Presentation generation requires deep content research, coherent visual design, and iterative refinement based on observation. However, existing presentation agents often rely on predefined workflows and fixed templates. To address this, we present DeepPresenter, an agentic framework that adapts...
Guozhao Mo · Wenliang Zhong · Jiawei Chen · Qianhao Yuan · Xuanang Chen · Yaojie Lu · Hongyu Lin · Ben He · Xianpei Han · Le Sun