ActiveLLM: Large Language Model-based Active Learning for Textual Few-Shot Scenarios

17 May 2024

Papers citing "ActiveLLM: Large Language Model-based Active Learning for Textual Few-Shot Scenarios"

12 / 12 papers shown

Title
Position: Enough of Scaling LLMs! Lets Focus on Downscaling Ayan Sengupta Yash Goel Tanmoy Chakraborty 34 0 0 02 May 2025
Have LLMs Made Active Learning Obsolete? Surveying the NLP Community Julia Romberg Christopher Schröder Julius Gonsior Katrin Tomanek Fredrik Olsson 67 0 0 12 Mar 2025
Active Learning for Direct Preference Optimization B. Kveton Xintong Li Julian McAuley Ryan Rossi Jingbo Shang Junda Wu Tong Yu 64 1 0 03 Mar 2025
From Selection to Generation: A Survey of LLM-based Active Learning Yu Xia Subhojyoti Mukherjee Zhouhang Xie Junda Wu Xintong Li ... Namyong Park T. Nguyen Jiebo Luo Ryan Rossi Julian McAuley 55 0 0 17 Feb 2025
Enhancing Zero-shot Chain of Thought Prompting via Uncertainty-Guided Strategy Selection Shanu Kumar Saish Mendke Karody Lubna Abdul Rahman Santosh Kurasa Parag Agrawal Sandipan Dandapat LLMAG LRM 70 2 0 30 Nov 2024
Efficient Few-Shot Learning Without Prompts Lewis Tunstall Nils Reimers Unso Eun Seo Jo Luke Bates Daniel Korat Moshe Wasserblat Oren Pereg VLM 34 182 0 22 Sep 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 386 8,495 0 28 Jan 2022
Active learning for reducing labeling effort in text classification tasks Peter Jacobs Gideon Maillette de Buy Wenniger M. Wiering Lambert Schomaker VLM 42 12 0 10 Sep 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 243 1,919 0 31 Dec 2020
Cold-start Active Learning through Self-supervised Language Modeling Michelle Yuan Hsuan-Tien Lin Jordan L. Boyd-Graber 116 180 0 19 Oct 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 258 1,589 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 6,959 0 20 Apr 2018