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
Improving Task Generalization via Unified Schema Prompt Wanjun Zhong Yifan Gao Ning Ding Zhiyuan Liu Ming Zhou Jiahai Wang Jian Yin Nan Duan 15 8 0 05 Aug 2022
Few-shot Adaptation Works with UnpredicTable Data Jun Shern Chan Michael Pieler Jonathan Jao Jérémy Scheurer Ethan Perez 19 5 0 01 Aug 2022
STT: Soft Template Tuning for Few-Shot Adaptation Ping Yu Wei Wang Chunyuan Li Ruiyi Zhang Zhanpeng Jin Changyou Chen VLM 16 0 0 18 Jul 2022
On the Robustness of Dialogue History Representation in Conversational Question Answering: A Comprehensive Study and a New Prompt-based Method Zorik Gekhman Nadav Oved Orgad Keller Idan Szpektor Roi Reichart 14 8 0 29 Jun 2022
Few-Shot Stance Detection via Target-Aware Prompt Distillation Yan Jiang Jinhua Gao Huawei Shen Xueqi Cheng 8 27 0 27 Jun 2022
Low Resource Pipeline for Spoken Language Understanding via Weak Supervision Ayush Kumar R. Tripathi Jithendra Vepa 4 1 0 21 Jun 2022
LIFT: Language-Interfaced Fine-Tuning for Non-Language Machine Learning Tasks Tuan Dinh Yuchen Zeng Ruisu Zhang Ziqian Lin Michael Gira Shashank Rajput Jy-yong Sohn Dimitris Papailiopoulos Kangwook Lee LMTD 32 125 0 14 Jun 2022
DynaMaR: Dynamic Prompt with Mask Token Representation Xiaodi Sun Sunny Rajagopalan Priyank Nigam Weiyi Lu Yi Xu Belinda Zeng Trishul M. Chilimbi 17 1 0 07 Jun 2022
Neuro-Symbolic Procedural Planning with Commonsense Prompting Yujie Lu Weixi Feng Wanrong Zhu Wenda Xu X. Wang M. Eckstein William Yang Wang LM&Ro 6 36 0 06 Jun 2022
Making Large Language Models Better Reasoners with Step-Aware Verifier Yifei Li Zeqi Lin Shizhuo Zhang Qiang Fu B. Chen Jian-Guang Lou Weizhu Chen ReLM LRM 36 207 0 06 Jun 2022
Prompting ELECTRA: Few-Shot Learning with Discriminative Pre-Trained Models Mengzhou Xia Mikel Artetxe Jingfei Du Danqi Chen Ves Stoyanov 16 6 0 30 May 2022
Asking the Right Questions in Low Resource Template Extraction Nils Holzenberger Yunmo Chen Benjamin Van Durme 41 4 0 25 May 2022
Why only Micro-F1? Class Weighting of Measures for Relation Classification David Harbecke Yuxuan Chen Leonhard Hennig Christoph Alt 21 19 0 19 May 2022
Are Prompt-based Models Clueless? Pride Kavumba Ryo Takahashi Yusuke Oda VLM 125 13 0 19 May 2022
Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context Learning Haokun Liu Derek Tam Mohammed Muqeeth Jay Mohta Tenghao Huang Mohit Bansal Colin Raffel 33 847 0 11 May 2022
Making Pretrained Language Models Good Long-tailed Learners Chen Zhang Lei Ren Jingang Wang Wei Yu Wu Dawei Song RALM VLM 20 8 0 11 May 2022
Towards Unified Prompt Tuning for Few-shot Text Classification J. Wang Chengyu Wang Fuli Luo Chuanqi Tan Minghui Qiu Fei Yang Qiuhui Shi Songfang Huang Ming Gao VLM 30 27 0 11 May 2022
Improving In-Context Few-Shot Learning via Self-Supervised Training Mingda Chen Jingfei Du Ramakanth Pasunuru Todor Mihaylov Srini Iyer Ves Stoyanov Zornitsa Kozareva SSL AI4MH 27 63 0 03 May 2022
Learning to Transfer Prompts for Text Generation Junyi Li Tianyi Tang J. Nie Ji-Rong Wen Wayne Xin Zhao 13 40 0 03 May 2022
Textual Entailment for Event Argument Extraction: Zero- and Few-Shot with Multi-Source Learning Oscar Sainz Itziar Gonzalez-Dios Oier López de Lacalle Bonan Min Eneko Agirre 19 49 0 03 May 2022
OPT: Open Pre-trained Transformer Language Models Susan Zhang Stephen Roller Naman Goyal Mikel Artetxe Moya Chen ... Daniel Simig Punit Singh Koura Anjali Sridhar Tianlu Wang Luke Zettlemoyer VLM OSLM AI4CE 39 3,486 0 02 May 2022
Automatic Multi-Label Prompting: Simple and Interpretable Few-Shot Classification Han Wang Canwen Xu Julian McAuley VLM 13 12 0 13 Apr 2022
Entities, Dates, and Languages: Zero-Shot on Historical Texts with T0 F. Toni Christopher Akiki Javier de la Rosa Clémentine Fourrier Enrique Manjavacas Stefan Schweter Daniel Alexander van Strien 31 10 0 11 Apr 2022
Show, Don't Tell: Demonstrations Outperform Descriptions for Schema-Guided Task-Oriented Dialogue Raghav Gupta Harrison Lee Jeffrey Zhao Abhinav Rastogi Yuan Cao Yonghui Wu 25 24 0 08 Apr 2022
Can language models learn from explanations in context? Andrew Kyle Lampinen Ishita Dasgupta Stephanie C. Y. Chan Kory Matthewson Michael Henry Tessler Antonia Creswell James L. McClelland Jane X. Wang Felix Hill LRM ReLM 31 283 0 05 Apr 2022
PERFECT: Prompt-free and Efficient Few-shot Learning with Language Models Rabeeh Karimi Mahabadi Luke Zettlemoyer James Henderson Marzieh Saeidi Lambert Mathias Ves Stoyanov Majid Yazdani VLM 21 69 0 03 Apr 2022
Making Pre-trained Language Models End-to-end Few-shot Learners with Contrastive Prompt Tuning Ziyun Xu Chengyu Wang Minghui Qiu Fuli Luo Runxin Xu Songfang Huang Jun Huang VLM 32 31 0 01 Apr 2022
Leveraging pre-trained language models for conversational information seeking from text Patrizio Bellan M. Dragoni Chiara Ghidini 16 6 0 31 Mar 2022
Evaluating Prompts Across Multiple Choice Tasks In a Zero-Shot Setting Gabriel Orlanski LRM 17 2 0 29 Mar 2022
Few-Shot Learning with Siamese Networks and Label Tuning Thomas Müller Guillermo Pérez-Torró Marc Franco-Salvador VLM 17 38 0 28 Mar 2022
One Country, 700+ Languages: NLP Challenges for Underrepresented Languages and Dialects in Indonesia Alham Fikri Aji Genta Indra Winata Fajri Koto Samuel Cahyawijaya Ade Romadhony ... David Moeljadi Radityo Eko Prasojo Timothy Baldwin Jey Han Lau Sebastian Ruder 38 98 0 24 Mar 2022
How Many Data Samples is an Additional Instruction Worth? Ravsehaj Singh Puri Swaroop Mishra Mihir Parmar Chitta Baral 14 17 0 17 Mar 2022
Multilingual Generative Language Models for Zero-Shot Cross-Lingual Event Argument Extraction Kuan-Hao Huang I-Hung Hsu Premkumar Natarajan Kai-Wei Chang Nanyun Peng 33 65 0 15 Mar 2022
Modular and Parameter-Efficient Multimodal Fusion with Prompting Sheng Liang Mengjie Zhao Hinrich Schütze 23 42 0 15 Mar 2022
GrIPS: Gradient-free, Edit-based Instruction Search for Prompting Large Language Models Archiki Prasad Peter Hase Xiang Zhou Mohit Bansal 15 117 0 14 Mar 2022
Delta Tuning: A Comprehensive Study of Parameter Efficient Methods for Pre-trained Language Models Ning Ding Yujia Qin Guang Yang Fu Wei Zonghan Yang ... Jianfei Chen Yang Liu Jie Tang Juan Li Maosong Sun 13 196 0 14 Mar 2022
On the data requirements of probing Zining Zhu Jixuan Wang Bai Li Frank Rudzicz 19 5 0 25 Feb 2022
Zero-shot Cross-lingual Transfer of Prompt-based Tuning with a Unified Multilingual Prompt Lianzhe Huang Shuming Ma Dongdong Zhang Furu Wei Houfeng Wang VLM LRM 12 32 0 23 Feb 2022
$$\mathcal{Y}$-Tuning: An Efficient Tuning Paradigm for Large-Scale Pre-Trained Models via Label Representation Learning$ $\mathcal{Y}$ -Tuning: An Efficient Tuning Paradigm for Large-Scale Pre-Trained Models via Label Representation Learning Yitao Liu Chen An Xipeng Qiu 27 16 0 20 Feb 2022
Enhancing Cross-lingual Prompting with Dual Prompt Augmentation Meng Zhou Xin Li Yuechun Jiang Lidong Bing LRM 26 5 0 15 Feb 2022
Generating Training Data with Language Models: Towards Zero-Shot Language Understanding Yu Meng Jiaxin Huang Yu Zhang Jiawei Han SyDa 30 228 0 09 Feb 2022
Prompt-Guided Injection of Conformation to Pre-trained Protein Model Qiang Zhang Zeyuan Wang Yuqiang Han Haoran Yu Xurui Jin Huajun Chen 23 3 0 07 Feb 2022
PromptSource: An Integrated Development Environment and Repository for Natural Language Prompts Stephen H. Bach Victor Sanh Zheng-Xin Yong Albert Webson Colin Raffel ... Khalid Almubarak Xiangru Tang Dragomir R. Radev Mike Tian-Jian Jiang Alexander M. Rush VLM 225 338 0 02 Feb 2022
Co-training Improves Prompt-based Learning for Large Language Models Hunter Lang Monica Agrawal Yoon Kim David Sontag VLM LRM 162 39 0 02 Feb 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 317 8,448 0 28 Jan 2022
Artefact Retrieval: Overview of NLP Models with Knowledge Base Access Vilém Zouhar Marius Mosbach Debanjali Biswas Dietrich Klakow KELM 19 4 0 24 Jan 2022
ZeroPrompt: Scaling Prompt-Based Pretraining to 1,000 Tasks Improves Zero-Shot Generalization Hanwei Xu Yujun Chen Yulun Du Nan Shao Yanggang Wang Haiyu Li Zhilin Yang VLM LRM AI4CE 22 69 0 18 Jan 2022
Memory-assisted prompt editing to improve GPT-3 after deployment Aman Madaan Niket Tandon Peter Clark Yiming Yang KELM 27 0 0 16 Jan 2022
A Dual Prompt Learning Framework for Few-Shot Dialogue State Tracking Yuting Yang Wenqiang Lei Pei Huang Juan Cao Jintao Li Tat-Seng Chua 19 14 0 15 Jan 2022
A Unified Review of Deep Learning for Automated Medical Coding Shaoxiong Ji Wei Sun Xiaobo Li Hang Dong Ara Taalas Yijia Zhang Honghan Wu Esa Pitkänen Pekka Marttinen AI4TS MedIm 19 27 0 08 Jan 2022