P-Tuning v2: Prompt Tuning Can Be Comparable to Fine-tuning Universally Across Scales and Tasks

14 October 2021

Xiao Liu

Papers citing "P-Tuning v2: Prompt Tuning Can Be Comparable to Fine-tuning Universally Across Scales and Tasks"

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Title
PMA: Towards Parameter-Efficient Point Cloud Understanding via Point Mamba Adapter Yaohua Zha Yanzi Wang Hang Guo Jinpeng Wang Tao Dai Bin Chen Zhihao Ouyang Xue Yuerong Ke Chen Shu-Tao Xia 31 0 0 27 May 2025
Enhancing Adversarial Robustness of Vision Language Models via Adversarial Mixture Prompt Tuning Shiji Zhao Qihui Zhu Shukun Xiong Shouwei Ruan Yize Fan Ranjie Duan Qing Guo Xingxing Wei AAML VLM 30 0 0 23 May 2025
CoMoE: Contrastive Representation for Mixture-of-Experts in Parameter-Efficient Fine-tuning Jinyuan Feng Chaopeng Wei Tenghai Qiu Tianyi Hu Zhiqiang Pu MoE 30 0 0 23 May 2025
Shadow-FT: Tuning Instruct via Base Taiqiang Wu Runming Yang Jiayi Li Pengfei Hu Ngai Wong Yujiu Yang 74 0 0 19 May 2025
Token Coordinated Prompt Attention is Needed for Visual Prompting Zichen Liu Xu Zou Gang Hua Jiahuan Zhou 111 0 0 05 May 2025
STOP: Integrated Spatial-Temporal Dynamic Prompting for Video Understanding Zichen Liu Kunlun Xu Fuchun Sun Xu Zou Yuxin Peng Jiahuan Zhou VLM AI4TS 107 2 0 20 Mar 2025
TLAC: Two-stage LMM Augmented CLIP for Zero-Shot Classification Ans Munir Faisal Z. Qureshi M. H. Khan Mohsen Ali VLM 87 0 0 15 Mar 2025
RAS: Retrieval-And-Structuring for Knowledge-Intensive LLM Generation Pengcheng Jiang Lang Cao Ruike Zhu Minhao Jiang Yunyi Zhang Jimeng Sun Jiawei Han RALM 144 1 0 16 Feb 2025
Robust Federated Finetuning of LLMs via Alternating Optimization of LoRA Shuangyi Chen Yuanxin Guo Yue Ju Harik Dalal Ashish Khisti 70 2 0 03 Feb 2025
Parameter-Efficient Fine-Tuning for Foundation Models Dan Zhang Tao Feng Lilong Xue Yuandong Wang Yuxiao Dong J. Tang 96 9 0 23 Jan 2025
KGIF: Optimizing Relation-Aware Recommendations with Knowledge Graph Information Fusion Dong Hyun Jeon Wenbo Sun Haoze Song Dongfang Liu Velasquez Alvaro Yixin Xie Shuteng Niu 75 0 0 07 Jan 2025
Unified Parameter-Efficient Unlearning for LLMs Chenlu Ding Jiancan Wu Yancheng Yuan Jinda Lu Kai Zhang Alex Su Xiang Wang Xiangnan He MU KELM 130 6 0 30 Nov 2024
IterIS: Iterative Inference-Solving Alignment for LoRA Merging Hongxu Chen Runshi Li Bowei Zhu Zhen Wang Long Chen MoMe 115 1 0 21 Nov 2024
MC-LLaVA: Multi-Concept Personalized Vision-Language Model Ruichuan An Sihan Yang Ming Lu Kai Zeng Yulin Luo ... Hao Liang Qi She Shanghang Zhang Wentao Zhang Wentao Zhang 120 8 0 18 Nov 2024
PyGen: A Collaborative Human-AI Approach to Python Package Creation Saikat Barua Mostafizur Rahman Md Jafor Sadek Rafiul Islam Shehnaz Khaled Md. Shohrab Hossain 59 1 0 13 Nov 2024
MambaPEFT: Exploring Parameter-Efficient Fine-Tuning for Mamba Masakazu Yoshimura Teruaki Hayashi Yota Maeda Mamba 144 2 0 06 Nov 2024
Relaxed Recursive Transformers: Effective Parameter Sharing with Layer-wise LoRA Sangmin Bae Adam Fisch Hrayr Harutyunyan Ziwei Ji Seungyeon Kim Tal Schuster KELM 89 6 0 28 Oct 2024
Parameter-Efficient Fine-Tuning in Large Models: A Survey of Methodologies Liwen Wang Sheng Chen Linnan Jiang Shu Pan Runze Cai Sen Yang Fei Yang 70 5 0 24 Oct 2024
Tree of Attributes Prompt Learning for Vision-Language Models Tong Ding Wanhua Li Zhongqi Miao Hanspeter Pfister VLM 83 1 0 15 Oct 2024
SLIM: Let LLM Learn More and Forget Less with Soft LoRA and Identity Mixture Jiayi Han Liang Du Hongwei Du Xiangguo Zhou Yiwen Wu Weibo Zheng Donghong Han CLL MoMe MoE 49 2 0 10 Oct 2024
Revisiting Prefix-tuning: Statistical Benefits of Reparameterization among Prompts Minh Le Chau Nguyen Huy Nguyen Quyen Tran Trung Le Nhat Ho 60 5 0 03 Oct 2024
Differentially Private Kernel Density Estimation Erzhi Liu Jerry Yao-Chieh Hu Alex Reneau Zhao Song Han Liu 80 3 0 03 Sep 2024
Perceive-IR: Learning to Perceive Degradation Better for All-in-One Image Restoration Xu Zhang Jiaqi Ma Guoli Wang Qian Zhang Huan Zhang Lefei Zhang VLM 116 7 0 28 Aug 2024
SWIFT:A Scalable lightWeight Infrastructure for Fine-Tuning Yuze Zhao Jintao Huang Jinghan Hu Xingjun Wang Yunlin Mao ... Zhikai Wu Baole Ai Ang Wang Wenmeng Zhou Yingda Chen 59 36 0 10 Aug 2024
Why Are My Prompts Leaked? Unraveling Prompt Extraction Threats in Customized Large Language Models Zi Liang Haibo Hu Qingqing Ye Yaxin Xiao Haoyang Li AAML ELM SILM 92 6 0 05 Aug 2024
Mobile Edge Intelligence for Large Language Models: A Contemporary Survey Guanqiao Qu Qiyuan Chen Wei Wei Zheng Lin Xianhao Chen Kaibin Huang 62 49 0 09 Jul 2024
Paraphrase Types Elicit Prompt Engineering Capabilities Jan Philip Wahle Terry Ruas Yang Xu Bela Gipp 64 9 0 28 Jun 2024
Lifelong Knowledge Editing for LLMs with Retrieval-Augmented Continuous Prompt Learning Qizhou Chen Taolin Zhang Xiaofeng He Dongyang Li Chengyu Wang Longtao Huang Hui Xue CLL KELM 73 11 0 06 May 2024
AdvisorQA: Towards Helpful and Harmless Advice-seeking Question Answering with Collective Intelligence Minbeom Kim Hwanhee Lee Joonsuk Park Hwaran Lee Kyomin Jung 58 2 0 18 Apr 2024
ADAPT to Robustify Prompt Tuning Vision Transformers Masih Eskandar Tooba Imtiaz Zifeng Wang Jennifer Dy VPVLM VLM AAML 53 0 0 19 Mar 2024
Exploring Large Language Models for Knowledge Graph Completion Liang Yao Jiazhen Peng Chengsheng Mao Yuan Luo 57 38 0 26 Aug 2023
Privacy-Preserving Prompt Tuning for Large Language Model Services Yansong Li Zhixing Tan Yang Liu SILM VLM 65 65 0 10 May 2023
ADEPT: A DEbiasing PrompT Framework Ke Yang Charles Yu Yi R. Fung Manling Li Heng Ji 40 24 0 10 Nov 2022
PRBoost: Prompt-Based Rule Discovery and Boosting for Interactive Weakly-Supervised Learning Rongzhi Zhang Yue Yu Pranav Shetty Le Song Chao Zhang 58 24 0 18 Mar 2022
Hyperdecoders: Instance-specific decoders for multi-task NLP Hamish Ivison Matthew E. Peters AI4CE 61 20 0 15 Mar 2022
MSP: Multi-Stage Prompting for Making Pre-trained Language Models Better Translators Zhixing Tan Xiangwen Zhang Shuo Wang Yang Liu VLM LRM 223 52 0 13 Oct 2021
Aspect Sentiment Quad Prediction as Paraphrase Generation Wenxuan Zhang Yang Deng Xin Li Yifei Yuan Lidong Bing W. Lam 250 188 0 02 Oct 2021
FewNLU: Benchmarking State-of-the-Art Methods for Few-Shot Natural Language Understanding Yanan Zheng Jing Zhou Yujie Qian Ming Ding Chonghua Liao Jian Li Ruslan Salakhutdinov Jie Tang Sebastian Ruder Zhilin Yang ELM 232 29 0 27 Sep 2021
SentiPrompt: Sentiment Knowledge Enhanced Prompt-Tuning for Aspect-Based Sentiment Analysis Chengxi Li Feiyu Gao Jiajun Bu Lu Xu Xiang Chen ... Zirui Shao Qi Zheng Ningyu Zhang Yongpan Wang Zhi Yu 47 56 0 17 Sep 2021
TopicRefine: Joint Topic Prediction and Dialogue Response Generation for Multi-turn End-to-End Dialogue System Hongru Wang Mingyu Cui Zimo Zhou Gabriel Pui Cheong Fung Kam-Fai Wong BDL 45 10 0 11 Sep 2021
What Changes Can Large-scale Language Models Bring? Intensive Study on HyperCLOVA: Billions-scale Korean Generative Pretrained Transformers Boseop Kim Hyoungseok Kim Sang-Woo Lee Gichang Lee Donghyun Kwak ... Jaewook Kang Inho Kang Jung-Woo Ha W. Park Nako Sung VLM 270 122 0 10 Sep 2021
PPT: Pre-trained Prompt Tuning for Few-shot Learning Yuxian Gu Xu Han Zhiyuan Liu Minlie Huang VLM 68 409 0 09 Sep 2021
Label Verbalization and Entailment for Effective Zero- and Few-Shot Relation Extraction Oscar Sainz Oier López de Lacalle Gorka Labaka Ander Barrena Eneko Agirre 16 117 0 08 Sep 2021
NSP-BERT: A Prompt-based Few-Shot Learner Through an Original Pre-training Task--Next Sentence Prediction Yi Sun Yu Zheng Chao Hao Hangping Qiu VLM 61 37 0 08 Sep 2021
Differentiable Prompt Makes Pre-trained Language Models Better Few-shot Learners Ningyu Zhang Luoqiu Li Xiang Chen Shumin Deng Zhen Bi Chuanqi Tan Fei Huang Huajun Chen VLM 92 173 0 30 Aug 2021
Prompt-Learning for Fine-Grained Entity Typing Ning Ding Yulin Chen Xu Han Guangwei Xu Pengjun Xie Haitao Zheng Zhiyuan Liu Juan-Zi Li Hong-Gee Kim 49 157 0 24 Aug 2021
Noisy Channel Language Model Prompting for Few-Shot Text Classification Sewon Min Michael Lewis Hannaneh Hajishirzi Luke Zettlemoyer VLM 57 219 0 09 Aug 2021
Knowledgeable Prompt-tuning: Incorporating Knowledge into Prompt Verbalizer for Text Classification Shengding Hu Ning Ding Huadong Wang Zhiyuan Liu Jingang Wang Juan-Zi Li Wei Wu Maosong Sun VLM 50 366 0 04 Aug 2021
FewCLUE: A Chinese Few-shot Learning Evaluation Benchmark Liang Xu Xiaojing Lu Chenyang Yuan Xuanwei Zhang Huilin Xu ... Guoao Wei X. Pan Xin Tian Libo Qin Hai Hu ELM 34 57 0 15 Jul 2021
Language Models are Good Translators Shuo Wang Zhaopeng Tu Zhixing Tan Wenxuan Wang Maosong Sun Yang Liu 35 21 0 25 Jun 2021