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mPLUG: Effective and Efficient Vision-Language Learning by Cross-modal Skip-connections



Chenliang Li , Haiyang Xu , Junfeng Tian , Wei Wang , Ming Yan , Bin Bi , Jiabo Ye , Hehong Chen , Guohai Xu , Zheng Cao , Ji Zhang , Songfang Huang , Fei Huang , Jingren Zhou , Luo Si


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Parameter-Efficient Sparsity for Large Language Models Fine-Tuning



Yuchao Li , Fuli Luo , Chuanqi Tan , Mengdi Wang , Songfang Huang , Shen Li , Junjie Bai

* This paper is published in IJCAI 2022 

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Towards Unified Prompt Tuning for Few-shot Text Classification



Jianing Wang , Chengyu Wang , Fuli Luo , Chuanqi Tan , Minghui Qiu , Fei Yang , Qiuhui Shi , Songfang Huang , Ming Gao


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Contrastive Demonstration Tuning for Pre-trained Language Models



Xiaozhuan Liang , Ningyu Zhang , Siyuan Cheng , Zhen Bi , Zhenru Zhang , Chuanqi Tan , Songfang Huang , Fei Huang , Huajun Chen

* Work in progress 

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Image Captioning In the Transformer Age



Yang Xu , Li Li , Haiyang Xu , Songfang Huang , Fei Huang , Jianfei Cai

* 8pages,2 figures 

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Probing Structured Pruning on Multilingual Pre-trained Models: Settings, Algorithms, and Efficiency



Yanyang Li , Fuli Luo , Runxin Xu , Songfang Huang , Fei Huang , Liwei Wang

* ACL 2022 Main Conference, Camera-ready version 

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Making Pre-trained Language Models End-to-end Few-shot Learners with Contrastive Prompt Tuning



Ziyun Xu , Chengyu Wang , Minghui Qiu , Fuli Luo , Runxin Xu , Songfang Huang , Jun Huang


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Code Synonyms Do Matter: Multiple Synonyms Matching Network for Automatic ICD Coding



Zheng Yuan , Chuanqi Tan , Songfang Huang

* Accepted by ACL 2022 Main Conference, Short Paper 

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