Search Results for author: Zheni Zeng

Found 7 papers, 3 papers with code

ConPET: Continual Parameter-Efficient Tuning for Large Language Models

1 code implementation26 Sep 2023 Chenyang Song, Xu Han, Zheni Zeng, Kuai Li, Chen Chen, Zhiyuan Liu, Maosong Sun, Tao Yang

First, Static ConPET can adapt former continual learning methods originally designed for relatively smaller models to LLMs through PET and a dynamic replay strategy, which largely reduces the tuning costs and alleviates the over-fitting and forgetting issue.

Continual Learning

Interactive Molecular Discovery with Natural Language

1 code implementation21 Jun 2023 Zheni Zeng, Bangchen Yin, Shipeng Wang, Jiarui Liu, Cheng Yang, Haishen Yao, Xingzhi Sun, Maosong Sun, Guotong Xie, Zhiyuan Liu

Natural language is expected to be a key medium for various human-machine interactions in the era of large language models.

Property Prediction

Knowledge Transfer via Pre-training for Recommendation: A Review and Prospect

no code implementations19 Sep 2020 Zheni Zeng, Chaojun Xiao, Yuan YAO, Ruobing Xie, Zhiyuan Liu, Fen Lin, Leyu Lin, Maosong Sun

Recommender systems aim to provide item recommendations for users, and are usually faced with data sparsity problem (e. g., cold start) in real-world scenarios.

Recommendation Systems Transfer Learning

SQE: a Self Quality Evaluation Metric for Parameters Optimization in Multi-Object Tracking

no code implementations CVPR 2020 Yanru Huang, Feiyu Zhu, Zheni Zeng, Xi Qiu, Yuan Shen, Jia-Nan Wu

We present a novel self quality evaluation metric SQE for parameters optimization in the challenging yet critical multi-object tracking task.

Multi-Object Tracking

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