Improving the Sample Efficiency of Prompt Tuning with Domain Adaptation

6 October 2022

Papers citing "Improving the Sample Efficiency of Prompt Tuning with Domain Adaptation"

22 / 22 papers shown

Title
Large language model as user daily behavior data generator: balancing population diversity and individual personality Haoxin Li Jingtao Ding Jiahui Gong Yong Li SyDa 25 0 0 23 May 2025
CAT Merging: A Training-Free Approach for Resolving Conflicts in Model Merging Wenju Sun Qingyong Li Yangli-ao Geng Boyang Li MoMe 47 0 0 11 May 2025
Generating Synthetic Datasets for Few-shot Prompt Tuning Xu Guo Zilin Du Boyang Li Chunyan Miao 56 1 0 08 Oct 2024
Concentrate Attention: Towards Domain-Generalizable Prompt Optimization for Language Models Chengzhengxu Li Xiaoming Liu Zhaohan Zhang Yichen Wang Chen Liu Y. Lan Chao Shen 86 2 0 15 Jun 2024
Generative AI for Synthetic Data Generation: Methods, Challenges and the Future Xu Guo Yiqiang Chen SyDa 45 31 0 07 Mar 2024
Prompt-Based Bias Calibration for Better Zero/Few-Shot Learning of Language Models Kang He Yinghan Long Kaushik Roy 54 2 0 15 Feb 2024
How Useful is Continued Pre-Training for Generative Unsupervised Domain Adaptation? Rheeya Uppaal Yixuan Li Junjie Hu 52 5 0 31 Jan 2024
Efficient Cross-Task Prompt Tuning for Few-Shot Conversational Emotion Recognition Yige Xu Zhiwei Zeng Zhiqi Shen VLM 41 3 0 23 Oct 2023
Domain Specialization as the Key to Make Large Language Models Disruptive: A Comprehensive Survey Chen Ling Xujiang Zhao Jiaying Lu Chengyuan Deng Can Zheng ... Chris White Quanquan Gu Jian Pei Carl Yang Liang Zhao ALM 37 129 0 30 May 2023
Robust Prompt Optimization for Large Language Models Against Distribution Shifts Moxin Li Wenjie Wang Fuli Feng Yixin Cao Jizhi Zhang Tat-Seng Chua OffRL 72 16 0 23 May 2023
Instruction Tuned Models are Quick Learners Himanshu Gupta Saurabh Arjun Sawant Swaroop Mishra Mutsumi Nakamura Arindam Mitra Santosh Mashetty Chitta Baral 51 26 0 17 May 2023
Dynamic Prompting: A Unified Framework for Prompt Tuning Xianjun Yang Wei Cheng Xujiang Zhao Wenchao Yu Linda R. Petzold Haifeng Chen VLM 63 15 0 06 Mar 2023
Efficient Language Model Training through Cross-Lingual and Progressive Transfer Learning Malte Ostendorff Georg Rehm CLIP VLM CLL 58 25 0 23 Jan 2023
On the Domain Adaptation and Generalization of Pretrained Language Models: A Survey Xu Guo Han Yu LM&MA VLM 60 29 0 06 Nov 2022
Domain Confused Contrastive Learning for Unsupervised Domain Adaptation Quanyu Long Tianze Luo Wenya Wang Sinno Jialin Pan 59 8 0 10 Jul 2022
SPoT: Better Frozen Model Adaptation through Soft Prompt Transfer Tu Vu Brian Lester Noah Constant Rami Al-Rfou Daniel Cer VLM LRM 139 279 0 15 Oct 2021
Effectiveness of Pre-training for Few-shot Intent Classification Haode Zhang Yuwei Zhang Li-Ming Zhan Jiaxin Chen Guangyuan Shi Xiao-Ming Wu Albert Y. S. Lam VLM 86 44 0 13 Sep 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 295 3,906 0 18 Apr 2021
WARP: Word-level Adversarial ReProgramming Karen Hambardzumyan Hrant Khachatrian Jonathan May AAML 260 343 0 01 Jan 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 243 1,941 0 31 Dec 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 261 1,600 0 21 Jan 2020
FreeLB: Enhanced Adversarial Training for Natural Language Understanding Chen Zhu Yu Cheng Zhe Gan S. Sun Tom Goldstein Jingjing Liu AAML 237 437 0 25 Sep 2019