How Many Data Points is a Prompt Worth?

15 March 2021

Papers citing "How Many Data Points is a Prompt Worth?"

50 / 192 papers shown

Title
Effective Prompt Extraction from Language Models Yiming Zhang Nicholas Carlini Daphne Ippolito MIACV SILM 25 35 0 13 Jul 2023
MoP-CLIP: A Mixture of Prompt-Tuned CLIP Models for Domain Incremental Learning Julien Nicolas Florent Chiaroni Imtiaz Masud Ziko Ola Ahmad Christian Desrosiers Jose Dolz VLM CLL 26 5 0 11 Jul 2023
DisasterResponseGPT: Large Language Models for Accelerated Plan of Action Development in Disaster Response Scenarios Vinicius G. Goecks Nicholas R. Waytowich 10 26 0 29 Jun 2023
Politeness Stereotypes and Attack Vectors: Gender Stereotypes in Japanese and Korean Language Models Victor Steinborn Antonis Maronikolakis Hinrich Schütze 16 0 0 16 Jun 2023
FLamE: Few-shot Learning from Natural Language Explanations Yangqiaoyu Zhou Yiming Zhang Chenhao Tan LRM FAtt 25 9 0 13 Jun 2023
An Approach to Solving the Abstraction and Reasoning Corpus (ARC) Challenge Tan John Chong Min RALM LRM 21 5 0 06 Jun 2023
ContrastNER: Contrastive-based Prompt Tuning for Few-shot NER Amirhossein Layegh A. H. Payberah A. Soylu Dumitru Roman M. Matskin VLM 17 7 0 29 May 2023
Flocks of Stochastic Parrots: Differentially Private Prompt Learning for Large Language Models Haonan Duan Adam Dziedzic Nicolas Papernot Franziska Boenisch AAML 11 62 0 24 May 2023
In-Context Probing: Toward Building Robust Classifiers via Probing Large Language Models Afra Amini Massimiliano Ciaramita ReLM 17 1 0 23 May 2023
Prompting and Evaluating Large Language Models for Proactive Dialogues: Clarification, Target-guided, and Non-collaboration Yang Deng Lizi Liao Liang Chen Hongru Wang Wenqiang Lei Tat-Seng Chua 84 72 0 23 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 22 0 0 22 May 2023
Instruction Tuned Models are Quick Learners Himanshu Gupta Saurabh Arjun Sawant Swaroop Mishra Mutsumi Nakamura Arindam Mitra Santosh Mashetty Chitta Baral 26 26 0 17 May 2023
DiscoPrompt: Path Prediction Prompt Tuning for Implicit Discourse Relation Recognition Chunkit Chan Xin Liu Cheng Jiayang Zihan Li Yangqiu Song Ginny Y. Wong Simon See 19 30 0 06 May 2023
Don't Stop Pretraining? Make Prompt-based Fine-tuning Powerful Learner Zhengxiang Shi Aldo Lipani VLM CLL 27 21 0 02 May 2023
MasakhaNEWS: News Topic Classification for African languages David Ifeoluwa Adelani Marek Masiak Israel Abebe Azime Jesujoba Oluwadara Alabi A. Tonja ... Moges Ahmed Mehamed Evrard Ngabire Jules Jules Ivan Ssenkungu Pontus Stenetorp 20 23 0 19 Apr 2023
Revisiting Automated Prompting: Are We Actually Doing Better? Yulin Zhou Yiren Zhao Ilia Shumailov Robert D. Mullins Y. Gal 21 8 0 07 Apr 2023
PromptAid: Prompt Exploration, Perturbation, Testing and Iteration using Visual Analytics for Large Language Models Aditi Mishra Utkarsh Soni Anjana Arunkumar Jinbin Huang Bum Chul Kwon Chris Bryan LRM 18 33 0 04 Apr 2023
Sociocultural knowledge is needed for selection of shots in hate speech detection tasks Antonis Maronikolakis Abdullatif Köksal Hinrich Schütze 32 0 0 04 Apr 2023
Prompt-Based Learning for Thread Structure Prediction in Cybersecurity Forums Kazuaki Kashihara Kuntal Kumar Pal Chitta Baral Robert P. Trevino 11 1 0 05 Mar 2023
Soft Prompt Guided Joint Learning for Cross-Domain Sentiment Analysis Jingli Shi Weihua Li Quan-wei Bai Yi Yang Jianhua Jiang 20 1 0 01 Mar 2023
STA: Self-controlled Text Augmentation for Improving Text Classifications Congcong Wang Gonzalo Fiz Pontiveros Steven Derby Tri Kurniawan Wijaya 32 3 0 24 Feb 2023
Learning to Initialize: Can Meta Learning Improve Cross-task Generalization in Prompt Tuning? Chengwei Qin Q. Li Ruochen Zhao Shafiq R. Joty VLM LRM 21 15 0 16 Feb 2023
Evaluating the Robustness of Discrete Prompts Yoichi Ishibashi Danushka Bollegala Katsuhito Sudoh Satoshi Nakamura 21 18 0 11 Feb 2023
What do Language Models know about word senses? Zero-Shot WSD with Language Models and Domain Inventories Oscar Sainz Oier López de Lacalle Eneko Agirre German Rigau 25 6 0 07 Feb 2023
Differentiable Entailment for Parameter Efficient Few Shot Learning Ethan Kim Jerry Yang 13 0 0 31 Jan 2023
Structured Case-based Reasoning for Inference-time Adaptation of Text-to-SQL parsers Abhijeet Awasthi Soumen Chakrabarti Sunita Sarawagi 14 5 0 10 Jan 2023
Is GPT-3 a Good Data Annotator? Bosheng Ding Chengwei Qin Linlin Liu Yew Ken Chia Shafiq R. Joty Boyang Albert Li Lidong Bing 24 231 0 20 Dec 2022
Empowering Sentence Encoders with Prompting and Label Retrieval for Zero-shot Text Classification Jimin Hong Jungsoo Park Daeyoung Kim Seongjae Choi Bokyung Son Jaewoo Kang 19 3 0 20 Dec 2022
BLOOM+1: Adding Language Support to BLOOM for Zero-Shot Prompting Zheng-Xin Yong Hailey Schoelkopf Niklas Muennighoff Alham Fikri Aji David Ifeoluwa Adelani ... Genta Indra Winata Stella Biderman Edward Raff Dragomir R. Radev Vassilina Nikoulina CLL VLM AI4CE LRM 27 81 0 19 Dec 2022
The KITMUS Test: Evaluating Knowledge Integration from Multiple Sources in Natural Language Understanding Systems Akshatha Arodi Martin Pömsl Kaheer Suleman Adam Trischler Alexandra Olteanu Jackie C.K. Cheung ELM 25 5 0 15 Dec 2022
Demystifying Prompts in Language Models via Perplexity Estimation Hila Gonen Srini Iyer Terra Blevins Noah A. Smith Luke Zettlemoyer LRM 25 195 0 08 Dec 2022
Improving Few-Shot Performance of Language Models via Nearest Neighbor Calibration Feng Nie Meixi Chen Zhirui Zhang Xuan Cheng 16 32 0 05 Dec 2022
Legal Prompting: Teaching a Language Model to Think Like a Lawyer Fang Yu Lee Quartey Frank Schilder ELM LRM 10 64 0 02 Dec 2022
Towards Practical Few-shot Federated NLP Dongqi Cai Yaozong Wu Haitao Yuan Shangguang Wang F. Lin Mengwei Xu FedML 23 6 0 01 Dec 2022
SPARTAN: Sparse Hierarchical Memory for Parameter-Efficient Transformers A. Deshpande Md Arafat Sultan Anthony Ferritto A. Kalyan Karthik Narasimhan Avirup Sil MoE 25 1 0 29 Nov 2022
Multi-label Few-shot ICD Coding as Autoregressive Generation with Prompt Zhichao Yang Sunjae Kwon Zonghai Yao Hongfeng Yu 13 17 0 24 Nov 2022
Tuning Language Models as Training Data Generators for Augmentation-Enhanced Few-Shot Learning Yu Meng Martin Michalski Jiaxin Huang Yu Zhang Tarek F. Abdelzaher Jiawei Han VLM 39 46 0 06 Nov 2022
Prompt-based Text Entailment for Low-Resource Named Entity Recognition Dongfang Li Baotian Hu Qingcai Chen 10 6 0 06 Nov 2022
GPS: Genetic Prompt Search for Efficient Few-shot Learning Hanwei Xu Yujun Chen Yulun Du Nan Shao Yanggang Wang Haiyu Li Zhilin Yang VLM 14 28 0 31 Oct 2022
Multilingual Relation Classification via Efficient and Effective Prompting Yuxuan Chen David Harbecke Leonhard Hennig LRM 19 11 0 25 Oct 2022
Generative Prompt Tuning for Relation Classification Jiale Han Shuai Zhao Bo Cheng Shengkun Ma Wei Lu VLM 35 24 0 22 Oct 2022
Clip-Tuning: Towards Derivative-free Prompt Learning with a Mixture of Rewards Yekun Chai Shuohuan Wang Yu Sun Hao Tian Hua-Hong Wu Haifeng Wang VLM 24 17 0 21 Oct 2022
Performance-Efficiency Trade-Offs in Adapting Language Models to Text Classification Tasks Laura Aina Nikos Voskarides Roi Blanco 14 0 0 21 Oct 2022
NormSAGE: Multi-Lingual Multi-Cultural Norm Discovery from Conversations On-the-Fly Yi Ren Fung Tuhin Chakraborty Hao Guo Owen Rambow Smaranda Muresan Heng Ji 13 39 0 16 Oct 2022
Predicting Fine-Tuning Performance with Probing Zining Zhu Soroosh Shahtalebi Frank Rudzicz 26 9 0 13 Oct 2022
Knowledge Injected Prompt Based Fine-tuning for Multi-label Few-shot ICD Coding Zhichao Yang Shufan Wang Bhanu Pratap Singh Rawat Avijit Mitra Hong-ye Yu 119 49 0 07 Oct 2022
Let Me Check the Examples: Enhancing Demonstration Learning via Explicit Imitation Sirui Wang Kaiwen Wei Hongzhi Zhang Yun Li Wei Yu Wu 21 2 0 31 Aug 2022
Learning Dynamic Contextualised Word Embeddings via Template-based Temporal Adaptation Xiaohang Tang Yi Zhou Danushka Bollegala 24 6 0 23 Aug 2022
HELP ME THINK: A Simple Prompting Strategy for Non-experts to Create Customized Content with Models Swaroop Mishra E. Nouri LRM 31 25 0 17 Aug 2022
Interactive and Visual Prompt Engineering for Ad-hoc Task Adaptation with Large Language Models Hendrik Strobelt Albert Webson Victor Sanh Benjamin Hoover Johanna Beyer Hanspeter Pfister Alexander M. Rush VLM 10 134 0 16 Aug 2022