no code implementations • 17 May 2025 • Zihao Zheng, Ziyao Wang, Xiuping Cui, Maoliang Li, Jiayu Chen, Yun, Liang, Ang Li, Xiang Chen
However, many studies fail to consider the distinct performance attribution between particular quantization strategies, such as post-training quantization (PTQ) or quantization-aware training (QAT).
no code implementations • 27 Mar 2025 • Zihao Zheng, Xiuping Cui, Size Zheng, Maoliang Li, Jiayu Chen, Yun, Liang, Xiang Chen
However, their analysis is designed for dense LLMs and relies on the simple one-model-all-data mapping, which is unsuitable for MoEs.
1 code implementation • 4 Feb 2025 • Qikang Zhang, Yingjie Lei, Zihao Zheng, Ziyang Chen, Zhonghao Xie
Our method not only advances 4D medical image interpolation but also provides a template for domain adaptation in other fields such as image segmentation and image registration.
1 code implementation • 24 Dec 2024 • Xinping Zhao, Baotian Hu, Yan Zhong, Shouzheng Huang, Zihao Zheng, Meng Wang, Haofen Wang, Min Zhang
Although prevailing supervised and self-supervised learning (SSL)-augmented sequential recommendation (SeRec) models have achieved improved performance with powerful neural network architectures, we argue that they still suffer from two limitations: (1) Preference Drift, where models trained on past data can hardly accommodate evolving user preference; and (2) Implicit Memory, where head patterns dominate parametric learning, making it harder to recall long tails.
Ranked #2 on
Sequential Recommendation
on Amazon-Beauty
no code implementations • 18 Dec 2024 • Zihao Zheng, Yuanchun Li, Jiayu Chen, Peng Zhou, Xiang Chen, Yunxin Liu
Enhancing the computational efficiency of on-device Deep Neural Networks (DNNs) remains a significant challengein mobile and edge computing.
1 code implementation • 29 Jul 2024 • Zihao Zheng, Zhaowei Wang, Qing Zong, Yangqiu Song
Dialogical Argument Mining(DialAM) is an important branch of Argument Mining(AM).
no code implementations • 22 May 2024 • Chenhui Xu, Fuxun Yu, Maoliang Li, Zihao Zheng, Zirui Xu, JinJun Xiong, Xiang Chen
The past neural network design has largely focused on feature representation space dimension and its capacity scaling (e. g., width, depth), but overlooked the feature interaction space scaling.
1 code implementation • 13 May 2024 • Haoran Li, Yulin Chen, Zihao Zheng, Qi Hu, Chunkit Chan, Heshan Liu, Yangqiu Song
We initially propose Overwrite Supervised Fine-tuning (OSFT) for effective backdoor removal when the trigger is known.
1 code implementation • 16 Aug 2023 • Xinshuo Hu, Dongfang Li, Baotian Hu, Zihao Zheng, Zhenyu Liu, Min Zhang
To evaluate the effectiveness of our approach in terms of truthfulness and detoxification, we conduct extensive experiments on LLMs, encompassing additional abilities such as language modeling and mathematical reasoning.
no code implementations • 29 Jun 2023 • Tao He, Ming Liu, Yixin Cao, Zekun Wang, Zihao Zheng, Zheng Chu, Bing Qin
The proposed approach comprises two main components: a GNN-based predictor and a reasoning path distiller.
1 code implementation • 20 Apr 2023 • Tianqing Fang, Quyet V. Do, Zihao Zheng, Weiqi Wang, Sehyun Choi, Zhaowei Wang, Yangqiu Song
We show that CKBP v2 serves as a challenging and representative evaluation dataset for the CSKB Population task, while its development set aids in selecting a population model that leads to improved knowledge acquisition for downstream commonsense reasoning.
no code implementations • 4 Jul 2022 • Tao He, Ming Liu, Yixin Cao, Tianwen Jiang, Zihao Zheng, Jingrun Zhang, Sendong Zhao, Bing Qin
In this paper, we solve the sparse KGC from these two motivations simultaneously and handle their respective drawbacks further, and propose a plug-and-play unified framework VEM$^2$L over sparse KGs.
no code implementations • 26 Apr 2021 • Jiaqi Li, Ming Liu, Zihao Zheng, Heng Zhang, Bing Qin, Min-Yen Kan, Ting Liu
Multiparty Dialogue Machine Reading Comprehension (MRC) differs from traditional MRC as models must handle the complex dialogue discourse structure, previously unconsidered in traditional MRC.
Ranked #4 on
Question Answering
on Molweni
1 code implementation • COLING 2020 • Jiaqi Li, Ming Liu, Min-Yen Kan, Zihao Zheng, Zekun Wang, Wenqiang Lei, Ting Liu, Bing Qin
Research into the area of multiparty dialog has grown considerably over recent years.
Ranked #7 on
Discourse Parsing
on Molweni
no code implementations • 8 Nov 2019 • Jiaqi Li, Ming Liu, Bing Qin, Zihao Zheng, Ting Liu
In this paper, we propose the scheme for annotating large-scale multi-party chat dialogues for discourse parsing and machine comprehension.