Prompt Programming for Large Language Models: Beyond the Few-Shot Paradigm

15 February 2021

Papers citing "Prompt Programming for Large Language Models: Beyond the Few-Shot Paradigm"

50 / 453 papers shown

Title
Ground-Truth Labels Matter: A Deeper Look into Input-Label Demonstrations Kang Min Yoo Junyeob Kim Hyuhng Joon Kim Hyunsoo Cho Hwiyeol Jo Sang-Woo Lee Sang-goo Lee Taeuk Kim 31 123 0 25 May 2022
Self-Guided Noise-Free Data Generation for Efficient Zero-Shot Learning Jiahui Gao Renjie Pi Yong Lin Hang Xu Jiacheng Ye Zhiyong Wu Weizhong Zhang Xiaodan Liang Zhenguo Li Lingpeng Kong SyDa VLM 75 45 0 25 May 2022
Evaluating the Impact of Model Scale for Compositional Generalization in Semantic Parsing Linlu Qiu Peter Shaw Panupong Pasupat Tianze Shi Jonathan Herzig Emily Pitler Fei Sha Kristina Toutanova AI4CE LRM 35 52 0 24 May 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 328 4,139 0 24 May 2022
Instruction Induction: From Few Examples to Natural Language Task Descriptions Or Honovich Uri Shaham Samuel R. Bowman Omer Levy ELM LRM 120 137 0 22 May 2022
Can Foundation Models Wrangle Your Data? A. Narayan Ines Chami Laurel J. Orr Simran Arora Christopher Ré LMTD AI4CE 181 214 0 20 May 2022
The Creativity of Text-to-Image Generation J. Oppenlaender 25 192 0 13 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 38 64 0 03 May 2022
Flamingo: a Visual Language Model for Few-Shot Learning Jean-Baptiste Alayrac Jeff Donahue Pauline Luc Antoine Miech Iain Barr ... Mikolaj Binkowski Ricardo Barreira Oriol Vinyals Andrew Zisserman Karen Simonyan MLLM VLM 46 3,360 0 29 Apr 2022
A Taxonomy of Prompt Modifiers for Text-To-Image Generation J. Oppenlaender 28 102 0 20 Apr 2022
Opal: Multimodal Image Generation for News Illustration Vivian Liu Han Qiao Lydia B. Chilton 19 101 0 19 Apr 2022
Zero-shot Entity and Tweet Characterization with Designed Conditional Prompts and Contexts S. Srivatsa Tushar Mohan Kumari Neha Nishchay Malakar Ponnurangam Kumaraguru Srinath Srinivasa 36 0 0 18 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 35 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 56 285 0 05 Apr 2022
PaLM: Scaling Language Modeling with Pathways Aakanksha Chowdhery Sharan Narang Jacob Devlin Maarten Bosma Gaurav Mishra ... Kathy Meier-Hellstern Douglas Eck J. Dean Slav Petrov Noah Fiedel PILM LRM 121 6,028 0 05 Apr 2022
Socratic Models: Composing Zero-Shot Multimodal Reasoning with Language Andy Zeng Maria Attarian Brian Ichter K. Choromanski Adrian S. Wong ... Michael S. Ryoo Vikas Sindhwani Johnny Lee Vincent Vanhoucke Peter R. Florence ReLM LRM 47 573 0 01 Apr 2022
Evaluating Prompts Across Multiple Choice Tasks In a Zero-Shot Setting Gabriel Orlanski LRM 27 2 0 29 Mar 2022
Factual Consistency of Multilingual Pretrained Language Models Constanza Fierro Anders Søgaard HILM 27 15 0 22 Mar 2022
RelationPrompt: Leveraging Prompts to Generate Synthetic Data for Zero-Shot Relation Triplet Extraction Yew Ken Chia Lidong Bing Soujanya Poria Luo Si 26 101 0 17 Mar 2022
The Ghost in the Machine has an American accent: value conflict in GPT-3 Rebecca Lynn Johnson Giada Pistilli Natalia Menédez-González Leslye Denisse Dias Duran Enrico Panai Julija Kalpokienė D. Bertulfo 30 83 0 15 Mar 2022
Towards Visual-Prompt Temporal Answering Grounding in Medical Instructional Video Bin Li Yixuan Weng Bin Sun Shutao Li 35 24 0 13 Mar 2022
Rethinking the Role of Demonstrations: What Makes In-Context Learning Work? Sewon Min Xinxi Lyu Ari Holtzman Mikel Artetxe M. Lewis Hannaneh Hajishirzi Luke Zettlemoyer LLMAG LRM 76 1,403 0 25 Feb 2022
From Natural Language to Simulations: Applying GPT-3 Codex to Automate Simulation Modeling of Logistics Systems I. Jackson M. J. Sáenz 16 8 0 24 Feb 2022
ZeroGen: Efficient Zero-shot Learning via Dataset Generation Jiacheng Ye Jiahui Gao Qintong Li Hang Xu Jiangtao Feng Zhiyong Wu Tao Yu Lingpeng Kong SyDa 47 212 0 16 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 416 8,559 0 28 Jan 2022
Artefact Retrieval: Overview of NLP Models with Knowledge Base Access Vilém Zouhar Marius Mosbach Debanjali Biswas Dietrich Klakow KELM 32 4 0 24 Jan 2022
Fooling MOSS Detection with Pretrained Language Models Stella Biderman Edward Raff DeLMO 19 35 0 19 Jan 2022
What Makes the Story Forward? Inferring Commonsense Explanations as Prompts for Future Event Generation Li Lin Yixin Cao Lifu Huang Shuang Li Xuming Hu Lijie Wen Jianmin Wang AI4TS 40 17 0 18 Jan 2022
Prompt Waywardness: The Curious Case of Discretized Interpretation of Continuous Prompts Daniel Khashabi Xinxi Lyu Sewon Min Lianhui Qin Kyle Richardson ... Hannaneh Hajishirzi Tushar Khot Ashish Sabharwal Sameer Singh Yejin Choi 26 75 0 15 Dec 2021
Solving Probability and Statistics Problems by Program Synthesis Leonard Tang Elizabeth Ke Nikhil Singh Nakul Verma Iddo Drori 19 15 0 16 Nov 2021
Recent Advances in Natural Language Processing via Large Pre-Trained Language Models: A Survey Bonan Min Hayley L Ross Elior Sulem Amir Pouran Ben Veyseh Thien Huu Nguyen Oscar Sainz Eneko Agirre Ilana Heinz Dan Roth LM&MA VLM AI4CE 83 1,035 0 01 Nov 2021
Few-Shot Bot: Prompt-Based Learning for Dialogue Systems Andrea Madotto Zhaojiang Lin Genta Indra Winata Pascale Fung 48 81 0 15 Oct 2021
Sparks: Inspiration for Science Writing using Language Models Katy Ilonka Gero Vivian Liu Lydia B. Chilton LRM 110 170 0 14 Oct 2021
AI Chains: Transparent and Controllable Human-AI Interaction by Chaining Large Language Model Prompts Tongshuang Wu Michael Terry Carrie J. Cai LLMAG AI4CE LRM 37 447 0 04 Oct 2021
Reframing Instructional Prompts to GPTk's Language Swaroop Mishra Daniel Khashabi Chitta Baral Yejin Choi Hannaneh Hajishirzi 36 214 0 16 Sep 2021
Design Guidelines for Prompt Engineering Text-to-Image Generative Models Vivian Liu Lydia B. Chilton 28 476 0 14 Sep 2021
What Changes Can Large-scale Language Models Bring? Intensive Study on HyperCLOVA: Billions-scale Korean Generative Pretrained Transformers Boseop Kim Hyoungseok Kim Sang-Woo Lee Gichang Lee Donghyun Kwak ... Jaewook Kang Inho Kang Jung-Woo Ha W. Park Nako Sung VLM 249 121 0 10 Sep 2021
A Recipe For Arbitrary Text Style Transfer with Large Language Models Emily Reif Daphne Ippolito Ann Yuan Andy Coenen Chris Callison-Burch Jason W. Wei 226 117 0 08 Sep 2021
Continuous Entailment Patterns for Lexical Inference in Context Martin Schmitt Hinrich Schütze 33 3 0 08 Sep 2021
Accurate, yet inconsistent? Consistency Analysis on Language Understanding Models Myeongjun Jang D. Kwon Thomas Lukasiewicz 38 13 0 15 Aug 2021
Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing Pengfei Liu Weizhe Yuan Jinlan Fu Zhengbao Jiang Hiroaki Hayashi Graham Neubig VLM SyDa 58 3,838 0 28 Jul 2021
Is GPT-3 Text Indistinguishable from Human Text? Scarecrow: A Framework for Scrutinizing Machine Text Yao Dou Maxwell Forbes Rik Koncel-Kedziorski Noah A. Smith Yejin Choi DeLMO 17 128 0 02 Jul 2021
Transflower: probabilistic autoregressive dance generation with multimodal attention Guillermo Valle Pérez G. Henter Jonas Beskow A. Holzapfel Pierre-Yves Oudeyer Simon Alexanderson 30 42 0 25 Jun 2021
BARTScore: Evaluating Generated Text as Text Generation Weizhe Yuan Graham Neubig Pengfei Liu 50 809 0 22 Jun 2021
What Can Knowledge Bring to Machine Learning? -- A Survey of Low-shot Learning for Structured Data Yang Hu Adriane P. Chapman Guihua Wen Dame Wendy Hall 42 24 0 11 Jun 2021
Inspecting the concept knowledge graph encoded by modern language models Carlos Aspillaga Marcelo Mendoza Alvaro Soto 27 13 0 27 May 2021
GPT3Mix: Leveraging Large-scale Language Models for Text Augmentation Kang Min Yoo Dongju Park Jaewook Kang Sang-Woo Lee Woomyeong Park 36 235 0 18 Apr 2021
Cross-Task Generalization via Natural Language Crowdsourcing Instructions Swaroop Mishra Daniel Khashabi Chitta Baral Hannaneh Hajishirzi LRM 48 718 0 18 Apr 2021
Surface Form Competition: Why the Highest Probability Answer Isn't Always Right Ari Holtzman Peter West Vered Schwartz Yejin Choi Luke Zettlemoyer LRM 24 230 0 16 Apr 2021
KnowPrompt: Knowledge-aware Prompt-tuning with Synergistic Optimization for Relation Extraction Xiang Chen Ningyu Zhang Xin Xie Shumin Deng Yunzhi Yao Chuanqi Tan Fei Huang Luo Si Huajun Chen 38 402 0 15 Apr 2021