Embroid: Unsupervised Prediction Smoothing Can Improve Few-Shot
Classification

Embroid: Unsupervised Prediction Smoothing Can Improve Few-Shot Classification

20 July 2023

Azalia Mirhoseini

Christopher Ré

Papers citing "Embroid: Unsupervised Prediction Smoothing Can Improve Few-Shot Classification"

16 / 16 papers shown

Title
Evidence of conceptual mastery in the application of rules by Large Language Models José Luiz Nunes G. F. C. F. Almeida Brian Flanagan 29 0 0 02 Mar 2025
Smoothie: Label Free Language Model Routing Neel Guha Mayee F. Chen Trevor Chow Ishan S. Khare Christopher Ré 71 4 0 06 Dec 2024
Logistic Regression makes small LLMs strong and explainable "tens-of-shot" classifiers Marcus Buckmann Edward Hill 37 2 0 06 Aug 2024
Robot Learning in the Era of Foundation Models: A Survey Xuan Xiao Jiahang Liu Zhipeng Wang Yanmin Zhou Yong Qi Qian Cheng Bin He Shuo Jiang AI4CE LM&Ro 23 27 0 24 Nov 2023
Distilling Step-by-Step! Outperforming Larger Language Models with Less Training Data and Smaller Model Sizes Lokesh Nagalapatti Chun-Liang Li Chih-Kuan Yeh Hootan Nakhost Yasuhisa Fujii Alexander Ratner Ranjay Krishna Chen-Yu Lee Tomas Pfister ALM 220 499 0 03 May 2023
ChatGPT: Beginning of an End of Manual Linguistic Data Annotation? Use Case of Automatic Genre Identification Taja Kuzman I. Mozetič Nikola Ljubesic 57 92 0 07 Mar 2023
Label Propagation with Weak Supervision Rattana Pukdee Dylan Sam Maria-Florina Balcan Pradeep Ravikumar 37 9 0 07 Oct 2022
Ask Me Anything: A simple strategy for prompting language models Simran Arora A. Narayan Mayee F. Chen Laurel J. Orr Neel Guha Kush S. Bhatia Ines Chami Frederic Sala Christopher Ré ReLM LRM 211 207 0 05 Oct 2022
On the Relation between Sensitivity and Accuracy in In-context Learning Yanda Chen Chen Zhao Zhou Yu Kathleen McKeown He He 182 77 0 16 Sep 2022
LegalBench: Prototyping a Collaborative Benchmark for Legal Reasoning Neel Guha Daniel E. Ho Julian Nyarko Christopher Ré AILaw ELM 108 16 0 13 Sep 2022
Pile of Law: Learning Responsible Data Filtering from the Law and a 256GB Open-Source Legal Dataset Peter Henderson M. Krass Lucia Zheng Neel Guha Christopher D. Manning Dan Jurafsky Daniel E. Ho AILaw ELM 131 97 0 01 Jul 2022
Large Language Models are Few-Shot Clinical Information Extractors Monica Agrawal S. Hegselmann Hunter Lang Yoon Kim David Sontag BDL LM&MA 162 334 0 25 May 2022
Maieutic Prompting: Logically Consistent Reasoning with Recursive Explanations Jaehun Jung Lianhui Qin Sean Welleck Faeze Brahman Chandra Bhagavatula Ronan Le Bras Yejin Choi ReLM LRM 223 190 0 24 May 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 313 11,953 0 04 Mar 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 367 8,495 0 28 Jan 2022
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 280 3,848 0 18 Apr 2021