Automated Few-shot Classification with Instruction-Finetuned Language
Models

Automated Few-shot Classification with Instruction-Finetuned Language Models

21 May 2023

Papers citing "Automated Few-shot Classification with Instruction-Finetuned Language Models"

18 / 18 papers shown

Title
Efficient Few-shot Learning for Multi-label Classification of Scientific Documents with Many Classes Tim Schopf Alexander Blatzheim Nektarios Machner Florian Matthes VLM 16 1 0 08 Oct 2024
Generating Synthetic Datasets for Few-shot Prompt Tuning Xu Guo Zilin Du Boyang Li Chunyan Miao 18 1 0 08 Oct 2024
Questionable practices in machine learning Gavin Leech Juan J. Vazquez Misha Yagudin Niclas Kupper Laurence Aitchison 42 2 0 17 Jul 2024
Toxicity Classification in Ukrainian Daryna Dementieva Valeriia Khylenko N. Babakov Georg Groh 19 1 0 27 Apr 2024
Evaluation of Few-Shot Learning for Classification Tasks in the Polish Language Tsimur Hadeliya D. Kajtoch 38 0 0 27 Apr 2024
QA-NatVer: Question Answering for Natural Logic-based Fact Verification Rami Aly Marek Strong Andreas Vlachos 25 6 0 22 Oct 2023
Efficient Few-Shot Learning Without Prompts Lewis Tunstall Nils Reimers Unso Eun Seo Jo Luke Bates Daniel Korat Moshe Wasserblat Oren Pereg VLM 26 180 0 22 Sep 2022
ATTEMPT: Parameter-Efficient Multi-task Tuning via Attentional Mixtures of Soft Prompts Akari Asai Mohammadreza Salehi Matthew E. Peters Hannaneh Hajishirzi 120 98 0 24 May 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 212 335 0 02 Feb 2022
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 203 1,651 0 15 Oct 2021
SPoT: Better Frozen Model Adaptation through Soft Prompt Transfer Tu Vu Brian Lester Noah Constant Rami Al-Rfou Daniel Matthew Cer VLM LRM 134 276 0 15 Oct 2021
RAFT: A Real-World Few-Shot Text Classification Benchmark Neel Alex Eli Lifland Lewis Tunstall A. Thakur Pegah Maham ... Carolyn Ashurst Paul Sedille A. Carlier M. Noetel Andreas Stuhlmuller RALM 171 56 0 28 Sep 2021
Template-free Prompt Tuning for Few-shot NER Ruotian Ma Xin Zhou Tao Gui Y. Tan Linyang Li Qi Zhang Xuanjing Huang VLM 143 176 0 28 Sep 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 163 83 0 17 Feb 2021
WARP: Word-level Adversarial ReProgramming Karen Hambardzumyan Hrant Khachatrian Jonathan May AAML 248 340 0 01 Jan 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 241 1,898 0 31 Dec 2020
Efficient Intent Detection with Dual Sentence Encoders I. Casanueva Tadas Temvcinas D. Gerz Matthew Henderson Ivan Vulić VLM 167 444 0 10 Mar 2020
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 220 4,424 0 23 Jan 2020