Siming Chen
2025
AI-Press: A Multi-Agent News Generating and Feedback Simulation System Powered by Large Language Models
Xiawei Liu
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Shiyue Yang
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Xinnong Zhang
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Haoyu Kuang
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Libo Sun
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Yihang Yang
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Siming Chen
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Xuanjing Huang
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Zhongyu Wei
Proceedings of the 31st International Conference on Computational Linguistics: System Demonstrations
We introduce AI-Press, an automated news drafting and polishing system based on multi-agent collaboration and Retrieval-Augmented Generation. We develop a feedback simulation system that generates public responses considering demographic distributions. Demo link: https://youtu.be/TmjfJrbzaRU
2024
SoMeLVLM: A Large Vision Language Model for Social Media Processing
Xinnong Zhang
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Haoyu Kuang
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Xinyi Mou
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Hanjia Lyu
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Kun Wu
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Siming Chen
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Jiebo Luo
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Xuanjing Huang
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Zhongyu Wei
Findings of the Association for Computational Linguistics: ACL 2024
The growth of social media, characterized by its multimodal nature, has led to the emergence of diverse phenomena and challenges, which calls for an effective approach to uniformly solve automated tasks. The powerful Large Vision Language Models make it possible to handle a variety of tasks simultaneously, but even with carefully designed prompting methods, the general domain models often fall short in aligning with the unique speaking style and context of social media tasks. In this paper, we introduce a Large Vision Language Model for Social Media Processing (SoMeLVLM), which is a cognitive framework equipped with five key capabilities including knowledge & comprehension, application, analysis, evaluation, and creation. SoMeLVLM is designed to understand and generate realistic social media behavior. We have developed a 654k multimodal social media instruction-tuning dataset to support our cognitive framework and fine-tune our model. Our experiments demonstrate that SoMeLVLM achieves state-of-the-art performance in multiple social media tasks. Further analysis shows its significant advantages over baselines in terms of cognitive abilities.
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Co-authors
- Xuan-Jing Huang (黄萱菁) 2
- Haoyu Kuang 2
- Zhongyu Wei (魏忠钰) 2
- Xinnong Zhang 2
- Xiawei Liu 1
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