Cutting Down on Prompts and Parameters: Simple Few-Shot Learning with Language Models

24 June 2021

Papers citing "Cutting Down on Prompts and Parameters: Simple Few-Shot Learning with Language Models"

50 / 134 papers shown

Title
Trusting CHATGPT: how minor tweaks in the prompts lead to major differences in sentiment classification Jaime E. Cuellar Oscar Moreno-Martinez Paula Sofia Torres-Rodriguez Jaime Andres Pavlich-Mariscal Andres Felipe Mican-Castiblanco Juan Guillermo Torres-Hurtado 28 0 0 16 Apr 2025
Accelerating Particle-based Energetic Variational Inference Xuelian Bao Lulu Kang Chun Liu Yiwei Wang BDL 59 0 0 04 Apr 2025
Parameter-Efficient Fine-Tuning for Foundation Models Dan Zhang Tao Feng Lilong Xue Yuandong Wang Yuxiao Dong J. Tang 37 7 0 23 Jan 2025
NL2KQL: From Natural Language to Kusto Query Amir H. Abdi Xinye Tang Jeremias Eichelbaum Mahan Das Alex Klein ... William Blum Daniel L Mace Tanvi Raja Namrata Padmanabhan Ye Xing 60 2 0 20 Jan 2025
Zero-shot and Few-shot Learning with Instruction-following LLMs for Claim Matching in Automated Fact-checking Dina Pisarevskaya Arkaitz Zubiaga 48 0 0 18 Jan 2025
SelfPrompt: Autonomously Evaluating LLM Robustness via Domain-Constrained Knowledge Guidelines and Refined Adversarial Prompts Aihua Pei Zehua Yang Shunan Zhu Ruoxi Cheng Ju Jia AAML 69 2 0 01 Dec 2024
When IoT Meet LLMs: Applications and Challenges İbrahim Kök Orhan Demirci S. Özdemir 75 4 0 20 Nov 2024
Model Balancing Helps Low-data Training and Fine-tuning Zihang Liu Y. Hu Tianyu Pang Yefan Zhou Pu Ren Yaoqing Yang 34 2 0 16 Oct 2024
Steward: Natural Language Web Automation Brian Tang Kang G. Shin LLMAG 29 1 0 23 Sep 2024
Novel-WD: Exploring acquisition of Novel World Knowledge in LLMs Using Prefix-Tuning Maxime Méloux Christophe Cerisara KELM CLL 24 0 0 30 Aug 2024
Can Developers Prompt? A Controlled Experiment for Code Documentation Generation L. Herrmann Tim Puhlfürß Felix Dietrich 32 3 0 01 Aug 2024
GPT-3 Powered Information Extraction for Building Robust Knowledge Bases Ritabrata Roy Choudhury Soumik Dey 31 1 0 31 Jul 2024
Are LLMs Good Annotators for Discourse-level Event Relation Extraction? Kangda Wei Aayush Gautam Ruihong Huang 32 4 0 28 Jul 2024
Zero-shot prompt-based classification: topic labeling in times of foundation models in German Tweets Simon Münker Kai Kugler Achim Rettinger VLM 24 0 0 26 Jun 2024
Demonstration Notebook: Finding the Most Suited In-Context Learning Example from Interactions Yiming Tang Bin Dong 29 0 0 16 Jun 2024
KGPA: Robustness Evaluation for Large Language Models via Cross-Domain Knowledge Graphs Aihua Pei Zehua Yang Shunan Zhu Ruoxi Cheng Ju Jia Lina Wang 37 1 0 16 Jun 2024
Defining and Detecting Vulnerability in Human Evaluation Guidelines: A Preliminary Study Towards Reliable NLG Evaluation Jie Ruan Wenqing Wang Xiaojun Wan AAML ELM 21 3 0 12 Jun 2024
Long-Term Fairness Inquiries and Pursuits in Machine Learning: A Survey of Notions, Methods, and Challenges Usman Gohar Zeyu Tang Jialu Wang Kun Zhang Peter Spirtes Yang Liu Lu Cheng FaML 51 3 0 10 Jun 2024
DiNeR: a Large Realistic Dataset for Evaluating Compositional Generalization ChenGang Hu Xiao Liu Yansong Feng CoGe 37 0 0 07 Jun 2024
Diffusion Model Patching via Mixture-of-Prompts Seokil Ham Sangmin Woo Jin-Young Kim Hyojun Go Byeongjun Park Changick Kim VLM 26 2 0 28 May 2024
Harnessing Large Language Models for Software Vulnerability Detection: A Comprehensive Benchmarking Study Karl Tamberg Hayretdin Bahsi 39 11 0 24 May 2024
Large Language Model Sentinel: LLM Agent for Adversarial Purification Guang Lin Qibin Zhao Qibin Zhao AAML 45 2 0 24 May 2024
StablePT: Towards Stable Prompting for Few-shot Learning via Input Separation Xiaoming Liu Chen Liu Zhaohan Zhang Chengzhengxu Li Longtian Wang Y. Lan Chao Shen VLM 39 4 0 30 Apr 2024
Large Language Models as Conversational Movie Recommenders: A User Study Ruixuan Sun Xinyi Li A K Akella Joseph Konstan 26 4 0 29 Apr 2024
Evaluation of Few-Shot Learning for Classification Tasks in the Polish Language Tsimur Hadeliya D. Kajtoch 38 0 0 27 Apr 2024
Identifying Fairness Issues in Automatically Generated Testing Content Kevin Stowe Benny Longwill Alyssa Francis Tatsuya Aoyama Debanjan Ghosh Swapna Somasundaran 33 1 0 23 Apr 2024
Multimodal Contextual Dialogue Breakdown Detection for Conversational AI Models Md Messal Monem Miah Ulie Schnaithmann Arushi Raghuvanshi Youngseo Son 19 0 0 11 Apr 2024
A Taxonomy for Human-LLM Interaction Modes: An Initial Exploration Jie Ying Gao Simret Araya Gebreegziabher K. T. W. Choo T. Li S. Perrault Thomas W. Malone 29 30 0 30 Mar 2024
$$\textit{LinkPrompt}$: Natural and Universal Adversarial Attacks on Prompt-based Language Models$ $\textit{LinkPrompt}$ : Natural and Universal Adversarial Attacks on Prompt-based Language Models Yue Xu Wenjie Wang SILM AAML 26 2 0 25 Mar 2024
Clinical information extraction for Low-resource languages with Few-shot learning using Pre-trained language models and Prompting Phillip Richter-Pechanski Philipp Wiesenbach Dominic M. Schwab Christina Kiriakou Nicolas Geis Christoph Dieterich Anette Frank 24 4 0 20 Mar 2024
Explaining Pre-Trained Language Models with Attribution Scores: An Analysis in Low-Resource Settings Wei Zhou Heike Adel Hendrik Schuff Ngoc Thang Vu LRM 22 2 0 08 Mar 2024
Data-Efficient Operator Learning via Unsupervised Pretraining and In-Context Learning Wuyang Chen Jialin Song Pu Ren Shashank Subramanian Dmitriy Morozov Michael W. Mahoney AI4CE 40 9 0 24 Feb 2024
Prompt-Based Bias Calibration for Better Zero/Few-Shot Learning of Language Models Kang He Yinghan Long Kaushik Roy 21 2 0 15 Feb 2024
LAVE: LLM-Powered Agent Assistance and Language Augmentation for Video Editing Bryan Wang Yuliang Li Zhaoyang Lv Haijun Xia Yan Xu Raj Sodhi 21 39 0 15 Feb 2024
A Unified Causal View of Instruction Tuning Luyao Chen Wei Huang Ruqing Zhang Wei-Neng Chen J. Guo Xueqi Cheng 23 1 0 09 Feb 2024
Collaborative Synthesis of Patient Records through Multi-Visit Health State Inference Hongda Sun Hongzhan Lin Rui Yan SyDa 27 2 0 22 Dec 2023
Simple and Effective Input Reformulations for Translation Brian Yu Hansen Lillemark Kurt Keutzer 26 0 0 12 Nov 2023
Chain of Thought with Explicit Evidence Reasoning for Few-shot Relation Extraction Xilai Ma Jing Li Min Zhang ReLM LRM 18 18 0 10 Nov 2023
Human-Centered Planning Yuliang Li Nitin Kamra Ruta Desai A. Halevy 19 1 0 08 Nov 2023
The language of prompting: What linguistic properties make a prompt successful? Alina Leidinger R. Rooij Ekaterina Shutova 33 41 0 03 Nov 2023
Defining a New NLP Playground Sha Li Chi Han Pengfei Yu Carl N. Edwards Manling Li ... Yi Ren Fung Charles Yu Joel R. Tetreault Eduard H. Hovy Heng Ji 31 5 0 31 Oct 2023
Ignore This Title and HackAPrompt: Exposing Systemic Vulnerabilities of LLMs through a Global Scale Prompt Hacking Competition Sander Schulhoff Jeremy Pinto Anaum Khan Louis-Franccois Bouchard Chenglei Si Svetlina Anati Valen Tagliabue Anson Liu Kost Christopher Carnahan Jordan L. Boyd-Graber SILM 29 41 0 24 Oct 2023
A Communication Theory Perspective on Prompting Engineering Methods for Large Language Models Yuanfeng Song Yuanqin He Xuefang Zhao Hanlin Gu Di Jiang Haijun Yang Lixin Fan Qiang Yang 30 3 0 24 Oct 2023
Unleashing the potential of prompt engineering in Large Language Models: a comprehensive review Banghao Chen Zhaofeng Zhang Nicolas Langrené Shengxin Zhu LLMAG 21 89 0 23 Oct 2023
Prompt Engineering Through the Lens of Optimal Control Yifan Luo Yiming Tang Chengfeng Shen Zhennan Zhou Bin Dong OffRL 25 6 0 22 Oct 2023
Tree Prompting: Efficient Task Adaptation without Fine-Tuning John X. Morris Chandan Singh Alexander M. Rush Jianfeng Gao Yuntian Deng VLM LRM 17 17 0 21 Oct 2023
Transductive Learning for Textual Few-Shot Classification in API-based Embedding Models Pierre Colombo Victor Pellegrain Malik Boudiaf Victor Storchan Myriam Tami Ismail Ben Ayed C´eline Hudelot Pablo Piantanida 30 8 0 21 Oct 2023
An LLM can Fool Itself: A Prompt-Based Adversarial Attack Xilie Xu Keyi Kong Ning Liu Li-zhen Cui Di Wang Jingfeng Zhang Mohan S. Kankanhalli AAML SILM 25 68 0 20 Oct 2023
Cost-Efficient Prompt Engineering for Unsupervised Entity Resolution Navapat Nananukul Khanin Sisaengsuwanchai M. Kejriwal 22 5 0 09 Oct 2023
Investigating the Efficacy of Large Language Models in Reflective Assessment Methods through Chain of Thoughts Prompting Baphumelele Masikisiki Vukosi Marivate Y. Hlophe LRM ELM 14 4 0 30 Sep 2023