PERFECT: Prompt-free and Efficient Few-shot Learning with Language
Models

PERFECT: Prompt-free and Efficient Few-shot Learning with Language Models

3 April 2022

Rabeeh Karimi Mahabadi

Luke Zettlemoyer

James Henderson

Lambert Mathias

Papers citing "PERFECT: Prompt-free and Efficient Few-shot Learning with Language Models"

19 / 19 papers shown

Title
CryptoLLM: Unleashing the Power of Prompted LLMs for SmartQnA and Classification of Crypto Posts Aniket Deroy Subhankar Maity 25 0 0 12 Nov 2024
Evaluation of Few-Shot Learning for Classification Tasks in the Polish Language Tsimur Hadeliya D. Kajtoch 38 0 0 27 Apr 2024
AdaSent: Efficient Domain-Adapted Sentence Embeddings for Few-Shot Classification Yongxin Huang Kexin Wang Sourav Dutta Raj Nath Patel Goran Glavas Iryna Gurevych VLM 15 4 0 01 Nov 2023
Zero-Shot and Few-Shot Video Question Answering with Multi-Modal Prompts Bipin Rajendran Bashir M. Al-Hashimi MLLM VLM 30 2 0 27 Sep 2023
Personality Traits in Large Language Models Gregory Serapio-García Mustafa Safdari Clément Crepy Luning Sun Stephen Fitz P. Romero Marwa Abdulhai Aleksandra Faust Maja J. Matarić LM&MA LLMAG 58 119 0 01 Jul 2023
Automated Few-shot Classification with Instruction-Finetuned Language Models Rami Aly Xingjian Shi Kaixiang Lin Aston Zhang A. Wilson 28 9 0 21 May 2023
Scalable Prompt Generation for Semi-supervised Learning with Language Models Yuhang Zhou Suraj Maharjan Bei Liu VLM 26 13 0 18 Feb 2023
A Universal Discriminator for Zero-Shot Generalization Haike Xu Zongyu Lin Jing Zhou Yanan Zheng Zhilin Yang AI4CE 13 14 0 15 Nov 2022
Efficient Few-Shot Learning Without Prompts Lewis Tunstall Nils Reimers Unso Eun Seo Jo Luke Bates Daniel Korat Moshe Wasserblat Oren Pereg VLM 34 181 0 22 Sep 2022
Efficient Methods for Natural Language Processing: A Survey Marcos Vinícius Treviso Ji-Ung Lee Tianchu Ji Betty van Aken Qingqing Cao ... Emma Strubell Niranjan Balasubramanian Leon Derczynski Iryna Gurevych Roy Schwartz 28 109 0 31 Aug 2022
Multi-Level Fine-Tuning, Data Augmentation, and Few-Shot Learning for Specialized Cyber Threat Intelligence Markus Bayer Tobias Frey Christian A. Reuter AAML 16 15 0 22 Jul 2022
Zero-Shot Video Question Answering via Frozen Bidirectional Language Models Antoine Yang Antoine Miech Josef Sivic Ivan Laptev Cordelia Schmid 34 226 0 16 Jun 2022
Can Foundation Models Help Us Achieve Perfect Secrecy? Simran Arora Christopher Ré FedML 11 6 0 27 May 2022
Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot Prompt Order Sensitivity Yao Lu Max Bartolo Alastair Moore Sebastian Riedel Pontus Stenetorp AILaw LRM 277 1,120 0 18 Apr 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 280 3,844 0 18 Apr 2021
Beyond Fully-Connected Layers with Quaternions: Parameterization of Hypercomplex Multiplications with $1/n$ Parameters Aston Zhang Yi Tay Shuai Zhang Alvin Chan A. Luu S. Hui Jie Fu MQ 171 83 0 17 Feb 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 241 1,918 0 31 Dec 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 258 1,587 0 21 Jan 2020
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 297 6,950 0 20 Apr 2018