Search Results for author: Pan Yang

Found 6 papers, 2 papers with code

KnowCoder: Coding Structured Knowledge into LLMs for Universal Information Extraction

1 code implementation12 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

GitAgent: Facilitating Autonomous Agent with GitHub by Tool Extension

no code implementations28 Dec 2023 Bohan Lyu, Xin Cong, Heyang Yu, Pan Yang, Yujia Qin, Yining Ye, Yaxi Lu, Zhong Zhang, Yukun Yan, Yankai Lin, Zhiyuan Liu, Maosong Sun

As GitHub has hosted a multitude of repositories which can be seen as a good resource for tools, a promising solution is that LLM-based agents can autonomously integrate the repositories in GitHub according to the user queries to extend their tool set.

Retrieval-Augmented Code Generation for Universal Information Extraction

no code implementations6 Nov 2023 Yucan Guo, Zixuan Li, Xiaolong Jin, Yantao Liu, Yutao Zeng, Wenxuan Liu, Xiang Li, Pan Yang, Long Bai, Jiafeng Guo, Xueqi Cheng

Therefore, in this paper, we propose a universal retrieval-augmented code generation framework based on LLMs, called Code4UIE, for IE tasks.

Code Generation In-Context Learning +1

A Variational Auto-Encoder Enabled Multi-Band Channel Prediction Scheme for Indoor Localization

no code implementations19 Sep 2023 Ruihao Yuan, Kaixuan Huang, Pan Yang, Shunqing Zhang

Indoor localization is getting increasing demands for various cutting-edged technologies, like Virtual/Augmented reality and smart home.

Indoor Localization

Enhanced Language Representation with Label Knowledge for Span Extraction

1 code implementation EMNLP 2021 Pan Yang, Xin Cong, Zhenyun Sun, Xingwu Liu

Recent works introduce the label knowledge to enhance the text representation by formalizing the span extraction task into a question answering problem (QA Formalization), which achieves state-of-the-art performance.

Event Detection NER +1

A Deep Hashing Learning Network

no code implementations16 Jul 2015 Guoqiang Zhong, Pan Yang, Sijiang Wang, Junyu Dong

For most existing hashing methods, an image is first encoded as a vector of hand-crafted visual feature, followed by a hash projection and quantization step to get the compact binary vector.

Deep Hashing Quantization

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