KnowCoder: Coding Structured Knowledge into LLMs for Universal Information Extraction

no code implementations • 12 Mar 2024 • Zixuan Li, Yutao Zeng, Yuxin Zuo, Weicheng Ren, Wenxuan Liu, Miao Su, Yucan Guo, Yantao Liu, Xiang Li, Zhilei Hu, Long Bai, Wei Li, Yidan Liu, Pan Yang, Xiaolong Jin, Jiafeng Guo, Xueqi Cheng

After instruction tuning, KnowCoder further exhibits strong generalization ability on unseen schemas and achieves up to $\textbf{12. 5%}$ and $\textbf{21. 9%}$, compared to sota baselines, under the zero-shot setting and the low resource setting, respectively.

Code Generation Language Modelling +2

DSCom: A Data-Driven Self-Adaptive Community-Based Framework for Influence Maximization in Social Networks

no code implementations • 18 Nov 2023 • Yuxin Zuo, Haojia Sun, Yongyi Hu, Jianxiong Guo, Xiaofeng Gao

Several previous works have addressed this topic in a statistical way and provided efficient algorithms with theoretical guarantee.

Incorporating Probing Signals into Multimodal Machine Translation via Visual Question-Answering Pairs

1 code implementation • 26 Oct 2023 • Yuxin Zuo, Bei Li, Chuanhao Lv, Tong Zheng, Tong Xiao, Jingbo Zhu

This paper presents an in-depth study of multimodal machine translation (MMT), examining the prevailing understanding that MMT systems exhibit decreased sensitivity to visual information when text inputs are complete.

Attribute Multimodal Machine Translation +2