Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing

28 July 2021

Graham Neubig

Papers citing "Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing"

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Title
Generative Modeling of Class Probability for Multi-Modal Representation Learning Jungkyoo Shin Bumsoo Kim Eunwoo Kim 192 1 0 21 Mar 2025
VP-NTK: Exploring the Benefits of Visual Prompting in Differentially Private Data Synthesis Chia-Yi Hsu Jia-You Chen Yu-Lin Tsai Chih-Hsun Lin Pin-Yu Chen Chia-Mu Yu Chun-ying Huang 127 0 0 20 Mar 2025
Understanding the Generalization of In-Context Learning in Transformers: An Empirical Study Xingxuan Zhang Haoran Wang Jiansheng Li Yuan Xue Shikai Guan Renzhe Xu Hao Zou Han Yu Peng Cui 99 4 0 19 Mar 2025
Prototype-Based Image Prompting for Weakly Supervised Histopathological Image Segmentation Qingchen Tang Lei Fan Maurice Pagnucco Yang Song VLM 166 5 0 15 Mar 2025
Bridging Language Models and Financial Analysis Alejandro Lopez-Lira Jihoon Kwon Sangwoon Yoon Jy-yong Sohn Chanyeol Choi AIFin 163 2 0 14 Mar 2025
Test-Time Training Provably Improves Transformers as In-context Learners Halil Alperen Gozeten M. E. Ildiz Xuechen Zhang Mahdi Soltanolkotabi Marco Mondelli Samet Oymak 210 5 0 14 Mar 2025
Don't Take Things Out of Context: Attention Intervention for Enhancing Chain-of-Thought Reasoning in Large Language Models Shaotian Yan Chen Shen Wenxiao Wang Liang Xie Junjie Liu Jieping Ye ReLM LRM 165 4 0 14 Mar 2025
PromptMap: An Alternative Interaction Style for AI-Based Image Generation Krzysztof Adamkiewicz Paweł W. Woźniak Julia Dominiak Andrzej Romanowski Jakob Karolus Stanislav Frolov 215 4 0 12 Mar 2025
Enhanced Continual Learning of Vision-Language Models with Model Fusion Haoyuan Gao Zicong Zhang Yuqi Wei Linglan Zhao Guilin Li Yuezun Li Linghe Kong Weiran Huang CLL VLM 543 0 0 12 Mar 2025
Exploring the Word Sense Disambiguation Capabilities of Large Language Models Pierpaolo Basile Lucia Siciliani Elio Musacchio Giovanni Semeraro 88 3 0 11 Mar 2025
Prompt2LVideos: Exploring Prompts for Understanding Long-Form Multimodal Videos Soumya Jahagirdar Jayasree Saha C. V. Jawahar 257 0 0 11 Mar 2025
PRO-VPT: Distribution-Adaptive Visual Prompt Tuning via Prompt Relocation Chikai Shang Mengke Li Yiqun Zhang Zhen Chen Jinlin Wu Fangqing Gu Yang Lu Yiu-ming Cheung VLM 177 0 0 10 Mar 2025
Removing Multiple Hybrid Adverse Weather in Video via a Unified Model Yecong Wan Mingwen Shao Yuanshuo Cheng Jun Shu Shuigen Wang 147 0 0 08 Mar 2025
Benchmarking Large Language Models on Multiple Tasks in Bioinformatics NLP with Prompting Jiyue Jiang Pengan Chen Jinqiao Wang Dongchen He Ziqin Wei ... Yimin Fan Xiangyu Shi Jimeng Sun Chuan Wu Yuan Li LM&MA 138 4 0 06 Mar 2025
InfoSEM: A Deep Generative Model with Informative Priors for Gene Regulatory Network Inference Tianyu Cui Song-Jun Xu Artem Moskalev Shuwei Li Tommaso Mansi Mangal Prakash Rui Liao BDL 265 0 0 06 Mar 2025
Advancing Multimodal In-Context Learning in Large Vision-Language Models with Task-aware Demonstrations Yanshu Li 201 3 0 05 Mar 2025
The Effectiveness of Large Language Models in Transforming Unstructured Text to Standardized Formats William Brach Kristián Košťál Michal Ries 685 2 0 04 Mar 2025
AxBERT: An Interpretable Chinese Spelling Correction Method Driven by Associative Knowledge Network Fanyu Wang Hangyu Zhu Zhenping Xie 102 0 0 04 Mar 2025
Provable Benefits of Task-Specific Prompts for In-context Learning Xiangyu Chang Yingcong Li Muti Kara Samet Oymak Amit K. Roy-Chowdhury 226 0 0 03 Mar 2025
An Efficient Plugin Method for Metric Optimization of Black-Box Models Siddartha Devic Nurendra Choudhary Anirudh Srinivasan Sahika Genc Branislav Kveton Gaurush Hiranandani 139 0 0 03 Mar 2025
Unsupervised Parameter Efficient Source-free Post-pretraining Abhishek Jha Tinne Tuytelaars Yuki M. Asano OOD 124 0 0 28 Feb 2025
Visual Adaptive Prompting for Compositional Zero-Shot Learning Kyle Stein A. Mahyari Guillermo A. Francia Eman El-Sheikh VLM CoGe 442 2 0 27 Feb 2025
An Extensive Evaluation of PDDL Capabilities in off-the-shelf LLMs Kaustubh Vyas D. Graux Sébastien Montella Pavlos Vougiouklis Ruofei Lai Keshuang Li Yang Ren Jeff Z. Pan LLMAG ELM 234 2 0 27 Feb 2025
Multi-Agent Security Tax: Trading Off Security and Collaboration Capabilities in Multi-Agent Systems Pierre Peigne-Lefebvre Mikolaj Kniejski Filip Sondej Matthieu David J. Hoelscher-Obermaier Christian Schroeder de Witt Esben Kran 239 9 0 26 Feb 2025
Intent Tagging: Exploring Micro-Prompting Interactions for Supporting Granular Human-GenAI Co-Creation Workflows Frederic Gmeiner Nicolai Marquardt Michael Bentley Hugo Romat M. Pahud ... Asta Roseway Nikolas Martelaro Kenneth Holstein K. Hinckley N. Riche 117 7 0 26 Feb 2025
AutoCas: Autoregressive Cascade Predictor in Social Networks via Large Language Models Yuhao Zheng Chenghua Gong Rui Sun Juyuan Zhang Liming Pan Linyuan Lv 189 0 0 25 Feb 2025
Ask, and it shall be given: On the Turing completeness of prompting Ruizhong Qiu Zhe Xu Wenxuan Bao Hanghang Tong ReLM LRM AI4CE 229 3 0 24 Feb 2025
PiCO: Peer Review in LLMs based on the Consistency Optimization Hai-Jian Ke Shuo Yang Yu-Yang Liu Jia-Yu Yao Zhen-Hui Liu Yu Wang Ming Pang Li Yuan ALM 296 11 0 24 Feb 2025
On the Robustness of Transformers against Context Hijacking for Linear Classification Tianle Li Chenyang Zhang Xingwu Chen Yuan Cao Difan Zou 217 3 0 24 Feb 2025
MMRAG: Multi-Mode Retrieval-Augmented Generation with Large Language Models for Biomedical In-Context Learning Zaifu Zhan Jun Wang Shuang Zhou Jiawen Deng Rui Zhang 115 8 0 21 Feb 2025
RobotIQ: Empowering Mobile Robots with Human-Level Planning for Real-World Execution Emmanuel K. Raptis Athanasios Ch. Kapoutsis Elias B. Kosmatopoulos LM&Ro 155 1 0 18 Feb 2025
PAFT: Prompt-Agnostic Fine-Tuning Chenxing Wei Yao Shu Mingwen Ou Ying He Fei Richard Yu OffRL VLM LRM 0 0 0 18 Feb 2025
ScriptoriumWS: A Code Generation Assistant for Weak Supervision Tzu-Heng Huang Catherine Cao Spencer Schoenberg Harit Vishwakarma Nicholas Roberts Frederic Sala NoLa 281 8 0 17 Feb 2025
Multi-Agent Actor-Critic Generative AI for Query Resolution and Analysis Mohammad Wali Ur Rahman Ric Nevarez Lamia Tasnim Mim Salim Hariri 98 2 0 17 Feb 2025
Has My System Prompt Been Used? Large Language Model Prompt Membership Inference Roman Levin Valeriia Cherepanova Abhimanyu Hans Avi Schwarzschild Tom Goldstein 594 2 0 14 Feb 2025
Toward Total Recall: Enhancing FAIRness through AI-Driven Metadata Standardization Sowmya S. Sundaram Rafael S Gonçalves Mark A. Musen 75 2 0 13 Feb 2025
Prompt-Driven Continual Graph Learning Qi Wang Tianfei Zhou Ye Yuan Rui Mao CLL 208 0 0 10 Feb 2025
Incongruence Identification in Eyewitness Testimony Akshara Nair Zeba Afroz Md Shad Akhtar 176 1 0 08 Feb 2025
CodeSCM: Causal Analysis for Multi-Modal Code Generation Mukur Gupta Noopur Bhatt Suman Jana 153 1 0 07 Feb 2025
Can Large Language Models Understand Intermediate Representations in Compilers? Hailong Jiang Jianfeng Zhu Yao Wan B. Fang Hongyu Zhang Ruoming Jin Qiang Guan 182 1 0 07 Feb 2025
Lowering the Barrier of Machine Learning: Achieving Zero Manual Labeling in Review Classification Using LLMs Yejian Zhang Shingo Takada 103 0 0 05 Feb 2025
Evalita-LLM: Benchmarking Large Language Models on Italian Bernardo Magnini Roberto Zanoli Michele Resta Martin Cimmino Paolo Albano Marco Madeddu V. Patti 236 4 0 04 Feb 2025
RankFlow: A Multi-Role Collaborative Reranking Workflow Utilizing Large Language Models Can Jin Hongwu Peng Anxiang Zhang Nuo Chen Jiahui Zhao ... Keqin Li Shuya Feng Kai Zhong Caiwen Ding Dimitris N. Metaxas 424 4 0 02 Feb 2025
LoR-VP: Low-Rank Visual Prompting for Efficient Vision Model Adaptation Can Jin Ying Li Mingyu Zhao Shiyu Zhao Zhenting Wang Xiaoxiao He Ligong Han Tong Che Dimitris N. Metaxas VPVLM VLM 543 6 0 02 Feb 2025
Gensors: Authoring Personalized Visual Sensors with Multimodal Foundation Models and Reasoning Michael Xieyang Liu S. Petridis Vivian Tsai Alexander J. Fiannaca Alex Olwal Michael Terry Carrie J. Cai LRM 125 3 0 28 Jan 2025
Safe Gradient Flow for Bilevel Optimization Sina Sharifi Nazanin Abolfazli Erfan Yazdandoost Hamedani Mahyar Fazlyab 182 4 0 27 Jan 2025
RELIEF: Reinforcement Learning Empowered Graph Feature Prompt Tuning Jiapeng Zhu Zichen Ding Jianxiang Yu Jiaqi Tan Xiang Li Weining Qian OffRL 347 7 0 20 Jan 2025
Reliable Text-to-SQL with Adaptive Abstention Kaiwen Chen Yueting Chen Xiaohui Yu Nick Koudas RALM 138 4 0 18 Jan 2025
Enhancing Graph Self-Supervised Learning with Graph Interplay Xinjian Zhao Wei Pang Xiangru Jian Yaoyao Xu Chaolong Ying Tianshu Yu 384 0 0 17 Jan 2025
Tapping the Potential of Large Language Models as Recommender Systems: A Comprehensive Framework and Empirical Analysis Lanling Xu Junjie Zhang Bingqian Li Jinpeng Wang Sheng Chen Wayne Xin Zhao Ji-Rong Wen 262 20 0 17 Jan 2025