Search Results for author: Mengru Wang

Found 6 papers, 5 papers with code

DRK: Discriminative Rule-based Knowledge for Relieving Prediction Confusions in Few-shot Relation Extraction

no code implementations COLING 2022 Mengru Wang, Jianming Zheng, Fei Cai, Taihua Shao, Honghui Chen

Specifically, DRK adopts a logic-aware inference module to ease the word-overlap confusion, which introduces a logic rule to constrain the inference process, thereby avoiding the adverse effect of shallow text features.

Contrastive Learning Meta-Learning +2

Detoxifying Large Language Models via Knowledge Editing

1 code implementation21 Mar 2024 Mengru Wang, Ningyu Zhang, Ziwen Xu, Zekun Xi, Shumin Deng, Yunzhi Yao, Qishen Zhang, Linyi Yang, Jindong Wang, Huajun Chen

This paper investigates using knowledge editing techniques to detoxify Large Language Models (LLMs).

knowledge editing

Unveiling the Pitfalls of Knowledge Editing for Large Language Models

1 code implementation3 Oct 2023 Zhoubo Li, Ningyu Zhang, Yunzhi Yao, Mengru Wang, Xi Chen, Huajun Chen

This paper pioneers the investigation into the potential pitfalls associated with knowledge editing for LLMs.

knowledge editing

Editing Personality for Large Language Models

1 code implementation3 Oct 2023 Shengyu Mao, Xiaohan Wang, Mengru Wang, Yong Jiang, Pengjun Xie, Fei Huang, Ningyu Zhang

This task seeks to adjust the models' responses to opinion-related questions on specified topics since an individual's personality often manifests in the form of their expressed opinions, thereby showcasing different personality traits.

EasyEdit: An Easy-to-use Knowledge Editing Framework for Large Language Models

2 code implementations14 Aug 2023 Peng Wang, Ningyu Zhang, Bozhong Tian, Zekun Xi, Yunzhi Yao, Ziwen Xu, Mengru Wang, Shengyu Mao, Xiaohan Wang, Siyuan Cheng, Kangwei Liu, Yuansheng Ni, Guozhou Zheng, Huajun Chen

Large Language Models (LLMs) usually suffer from knowledge cutoff or fallacy issues, which means they are unaware of unseen events or generate text with incorrect facts owing to outdated/noisy data.

knowledge editing

Cannot find the paper you are looking for? You can Submit a new open access paper.