no code implementations • 15 Mar 2024 • Pengcheng Jiang, Cao Xiao, Zifeng Wang, Parminder Bhatia, Jimeng Sun, Jiawei Han
To overcome this, we introduce TriSum, a framework for distilling LLMs' text summarization abilities into a compact, local model.
1 code implementation • 16 Feb 2024 • Pengcheng Jiang, Jiacheng Lin, Zifeng Wang, Jimeng Sun, Jiawei Han
The field of relation extraction (RE) is experiencing a notable shift towards generative relation extraction (GRE), leveraging the capabilities of large language models (LLMs).
no code implementations • 2 Jun 2023 • Pengcheng Jiang, Cao Xiao, Tianfan Fu, Jimeng Sun
In this paper, we propose a novel method called GODE, which takes into account the two-level structure of individual molecules.
1 code implementation • 24 May 2023 • Pengcheng Jiang, Shivam Agarwal, Bowen Jin, Xuan Wang, Jimeng Sun, Jiawei Han
The mission of open knowledge graph (KG) completion is to draw new findings from known facts.
no code implementations • 22 May 2023 • Pengcheng Jiang, Cao Xiao, Adam Cross, Jimeng Sun
This is because personalized predictions require personalized knowledge graphs (KGs), which are difficult to generate from patient EHR data.
no code implementations • 16 Aug 2021 • Pengcheng Jiang, Kenji Tei
To improve the security with the awareness of unexpected user behaviors, a system can be redesigned to a more robust one by changing the order of actions in its specification.