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The Power of Scale for Parameter-Efficient Prompt Tuning

18 April 2021

Papers citing "The Power of Scale for Parameter-Efficient Prompt Tuning"

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Title
Discrete Prompt Optimization via Constrained Generation for Zero-shot Re-ranker Sukmin Cho Soyeong Jeong Jeongyeon Seo Jong C. Park OffRL 119 25 0 23 May 2023
PIEClass: Weakly-Supervised Text Classification with Prompting and Noise-Robust Iterative Ensemble Training Yunyi Zhang Minhao Jiang Yu Meng Yu Zhang Jiawei Han NoLa 97 14 0 23 May 2023
A Dive into SAM Prior in Image Restoration Zeyu Xiao Jiawang Bai Zhihe Lu Zhiwei Xiong 73 17 0 23 May 2023
ReWOO: Decoupling Reasoning from Observations for Efficient Augmented Language Models Binfeng Xu Zhiyuan Peng Bowen Lei Subhabrata Mukherjee Yuchen Liu Dongkuan Xu KELM LLMAG LRM 99 97 0 23 May 2023
Small Language Models Improve Giants by Rewriting Their Outputs Giorgos Vernikos Arthur Bravzinskas Jakub Adamek Jonathan Mallinson Aliaksei Severyn Eric Malmi BDL LRM 94 16 0 22 May 2023
Can ChatGPT Detect Intent? Evaluating Large Language Models for Spoken Language Understanding Mutian He Philip N. Garner ELM AI4MH LRM 119 25 0 22 May 2023
Learning Easily Updated General Purpose Text Representations with Adaptable Task-Specific Prefixes Kuan-Hao Huang L Tan Rui Hou Sinong Wang Amjad Almahairi Ruty Rinott AI4CE 78 0 0 22 May 2023
DADA: Dialect Adaptation via Dynamic Aggregation of Linguistic Rules Yanchen Liu William B. Held Diyi Yang 148 11 0 22 May 2023
Can LLMs facilitate interpretation of pre-trained language models? Basel Mousi Nadir Durrani Fahim Dalvi 95 13 0 22 May 2023
VideoLLM: Modeling Video Sequence with Large Language Models Guo Chen Yin-Dong Zheng Jiahao Wang Jilan Xu Yifei Huang ... Yi Wang Yali Wang Yu Qiao Tong Lu Limin Wang MLLM 148 84 0 22 May 2023
LM vs LM: Detecting Factual Errors via Cross Examination Roi Cohen May Hamri Mor Geva Amir Globerson HILM 126 144 0 22 May 2023
TaskWeb: Selecting Better Source Tasks for Multi-task NLP Joongwon Kim Akari Asai Gabriel Ilharco Hannaneh Hajishirzi 87 12 0 22 May 2023
"According to ...": Prompting Language Models Improves Quoting from Pre-Training Data Orion Weller Marc Marone Nathaniel Weir Dawn J Lawrie Daniel Khashabi Benjamin Van Durme HILM 131 47 0 22 May 2023
Extrapolating Multilingual Understanding Models as Multilingual Generators Bohong Wu Fei Yuan Hai Zhao Lei Li Jingjing Xu AI4CE 82 2 0 22 May 2023
Improved Compositional Generalization by Generating Demonstrations for Meta-Learning Sam Spilsbury Alexander Ilin 109 2 0 22 May 2023
Enhancing Cross-lingual Natural Language Inference by Soft Prompting with Multilingual Verbalizer Shuang Li Xuming Hu Aiwei Liu Yawen Yang Fukun Ma Philip S. Yu Lijie Wen 139 4 0 22 May 2023
TADA: Efficient Task-Agnostic Domain Adaptation for Transformers Chia-Chien Hung Lukas Lange Jannik Strötgen 94 10 0 22 May 2023
Model-Generated Pretraining Signals Improves Zero-Shot Generalization of Text-to-Text Transformers Linyuan Gong Chenyan Xiong Xiaodong Liu Payal Bajaj Yiqing Xie Alvin Cheung Jianfeng Gao Xia Song VLM AI4CE 70 2 0 21 May 2023
Has It All Been Solved? Open NLP Research Questions Not Solved by Large Language Models Oana Ignat Zhijing Jin Artem Abzaliev Laura Biester Santiago Castro ... Verónica Pérez-Rosas Siqi Shen Zekun Wang Winston Wu Rada Mihalcea LRM 139 6 0 21 May 2023
UP5: Unbiased Foundation Model for Fairness-aware Recommendation Wenyue Hua Yingqiang Ge Shuyuan Xu Jianchao Ji Yongfeng Zhang 106 52 0 20 May 2023
Few-Shot Dialogue Summarization via Skeleton-Assisted Prompt Transfer in Prompt Tuning Kaige Xie Tong Yu Haoliang Wang Junda Wu Handong Zhao Ruiyi Zhang K. Mahadik A. Nenkova Mark O. Riedl 87 2 0 20 May 2023
Pengi: An Audio Language Model for Audio Tasks Soham Deshmukh Benjamin Elizalde Rita Singh Huaming Wang MLLM AuLLM 106 182 0 19 May 2023
Controlling the Extraction of Memorized Data from Large Language Models via Prompt-Tuning Mustafa Safa Ozdayi Charith Peris Jack G. M. FitzGerald Christophe Dupuy Jimit Majmudar Haidar Khan Rahil Parikh Rahul Gupta 70 34 0 19 May 2023
LeftRefill: Filling Right Canvas based on Left Reference through Generalized Text-to-Image Diffusion Model Chenjie Cao Yunuo Cai Qiaole Dong Yikai Wang Yanwei Fu DiffM 100 15 0 19 May 2023
ToolkenGPT: Augmenting Frozen Language Models with Massive Tools via Tool Embeddings Shibo Hao Tianyang Liu Zhen Wang Zhiting Hu RALM LLMAG 153 183 0 19 May 2023
TreePrompt: Learning to Compose Tree Prompts for Explainable Visual Grounding Chenchi Zhang Jun Xiao Lei Chen Jian Shao Long Chen VLM LRM 85 2 0 19 May 2023
Federated Foundation Models: Privacy-Preserving and Collaborative Learning for Large Models Sixing Yu J. P. Muñoz Ali Jannesari AI4CE 78 51 0 19 May 2023
Parameter-Efficient Learning for Text-to-Speech Accent Adaptation Lijie Yang Chao-Han Huck Yang Jen-Tzung Chien 98 11 0 18 May 2023
Take a Break in the Middle: Investigating Subgoals towards Hierarchical Script Generation Xinze Li Yixin Cao Muhao Chen Aixin Sun 57 7 0 18 May 2023
Ahead-of-Time P-Tuning Daniil Gavrilov Nikita Balagansky 56 1 0 18 May 2023
Listen, Think, and Understand Yuan Gong Hongyin Luo Alexander H. Liu Leonid Karlinsky James R. Glass ELM MLLM LRM 139 161 0 18 May 2023
Discffusion: Discriminative Diffusion Models as Few-shot Vision and Language Learners Xuehai He Weixi Feng Tsu-Jui Fu Varun Jampani Arjun Reddy Akula P. Narayana Sugato Basu William Yang Wang Xinze Wang DiffM 96 8 0 18 May 2023
Flatness-Aware Prompt Selection Improves Accuracy and Sample Efficiency Lingfeng Shen Weiting Tan Boyuan Zheng Daniel Khashabi VLM 127 6 0 18 May 2023
Compress, Then Prompt: Improving Accuracy-Efficiency Trade-off of LLM Inference with Transferable Prompt Zhaozhuo Xu Zirui Liu Beidi Chen Yuxin Tang Jue Wang Kaixiong Zhou Helen Zhou Anshumali Shrivastava MQ 96 32 0 17 May 2023
PaLM 2 Technical Report Rohan Anil Andrew M. Dai Orhan Firat Melvin Johnson Dmitry Lepikhin ... Ce Zheng Wei Zhou Denny Zhou Slav Petrov Yonghui Wu ReLM LRM 269 1,214 0 17 May 2023
G-Adapter: Towards Structure-Aware Parameter-Efficient Transfer Learning for Graph Transformer Networks Anchun Gui Jinqiang Ye Han Xiao 80 22 0 17 May 2023
When Gradient Descent Meets Derivative-Free Optimization: A Match Made in Black-Box Scenario Chengcheng Han Liqing Cui Renyu Zhu Jiadong Wang Nuo Chen Qiushi Sun Xiang Li Ming Gao 82 7 0 17 May 2023
CoEdIT: Text Editing by Task-Specific Instruction Tuning Vipul Raheja Dhruv Kumar Ryan Koo Dongyeop Kang ALM 104 60 0 17 May 2023
Prompt-Tuning Decision Transformer with Preference Ranking Shengchao Hu Li Shen Ya Zhang Dacheng Tao OffRL 85 14 0 16 May 2023
UOR: Universal Backdoor Attacks on Pre-trained Language Models Wei Du Peixuan Li Yue Liu Haodong Zhao Gongshen Liu AAML 59 9 0 16 May 2023
Soft Prompt Decoding for Multilingual Dense Retrieval Zhiqi Huang Hansi Zeng Hamed Zamani James Allan RALM 92 13 0 15 May 2023
Exploring In-Context Learning Capabilities of Foundation Models for Generating Knowledge Graphs from Text H. Khorashadizadeh Nandana Mihindukulasooriya Sanju Tiwari Jinghua Groppe Sven Groppe 73 23 0 15 May 2023
Large Language Model Guided Tree-of-Thought Jieyi Long LM&Ro LRM 64 210 0 15 May 2023
Parameter-Efficient Fine-Tuning with Layer Pruning on Free-Text Sequence-to-Sequence Modeling Y. Zhu Xuebing Yang Yuanyuan Wu Wensheng Zhang MedIm 41 2 0 15 May 2023
Parameter-Efficient Fine-Tuning for Medical Image Analysis: The Missed Opportunity Raman Dutt Linus Ericsson Pedro Sanchez Sotirios A. Tsaftaris Timothy M. Hospedales MedIm 127 55 0 14 May 2023
Make Prompt-based Black-Box Tuning Colorful: Boosting Model Generalization from Three Orthogonal Perspectives Qiushi Sun Chengcheng Han Nuo Chen Renyu Zhu Jing Gong Xiang Li Ming Gao VLM 47 9 0 14 May 2023
Leveraging Large Language Models in Conversational Recommender Systems Luke Friedman Sameer Ahuja David Allen Zhenning Tan Hakim Sidahmed ... Ajay Patel Harsh Lara Brian Chu Zexiang Chen Manoj Kumar Tiwari 120 110 0 13 May 2023
CodeT5+: Open Code Large Language Models for Code Understanding and Generation Yue Wang Hung Le Akhilesh Deepak Gotmare Nghi D. Q. Bui Junnan Li Steven C. H. Hoi ALM 140 503 0 13 May 2023
Domain Incremental Lifelong Learning in an Open World Yinpei Dai Hao Lang Yinhe Zheng Yu Bowen Fei Huang Yongbin Li CLL 70 5 0 11 May 2023
Incorporating Structured Representations into Pretrained Vision & Language Models Using Scene Graphs Roei Herzig Alon Mendelson Leonid Karlinsky Assaf Arbelle Rogerio Feris Trevor Darrell Amir Globerson VLM 108 33 0 10 May 2023