Small-Text: Active Learning for Text Classification in Python

Small-Text: Active Learning for Text Classification in Python

21 July 2021

Christopher Schröder

Martin Potthast

Papers citing "Small-Text: Active Learning for Text Classification in Python"

14 / 14 papers shown

Title
A Cost-Effective LLM-based Approach to Identify Wildlife Trafficking in Online Marketplaces Juliana Barbosa Ulhas Gondhali Gohar Petrossian Kinshuk Sharma Sunandan Chakraborty Jennifer Jacquet Juliana Freire 31 0 0 29 Apr 2025
ALPET: Active Few-shot Learning for Citation Worthiness Detection in Low-Resource Wikipedia Languages Aida Halitaj Arkaitz Zubiaga 47 0 0 05 Feb 2025
A Survey of Uncertainty Estimation in LLMs: Theory Meets Practice Hsiu-Yuan Huang Yutong Yang Zhaoxi Zhang Sanwoo Lee Yunfang Wu 25 9 0 20 Oct 2024
Active Learning for Identifying Disaster-Related Tweets: A Comparison with Keyword Filtering and Generic Fine-Tuning David Hanny Sebastian Schmidt Bernd Resch 21 2 0 19 Aug 2024
Self-Training for Sample-Efficient Active Learning for Text Classification with Pre-Trained Language Models Christopher Schröder Gerhard Heyer VLM 31 0 0 13 Jun 2024
STAR: Constraint LoRA with Dynamic Active Learning for Data-Efficient Fine-Tuning of Large Language Models Linhai Zhang Jialong Wu Deyu Zhou Guoqiang Xu 25 4 0 02 Mar 2024
Active Learning Principles for In-Context Learning with Large Language Models Katerina Margatina Timo Schick Nikolaos Aletras Jane Dwivedi-Yu 20 39 0 23 May 2023
On the Limitations of Simulating Active Learning Katerina Margatina Nikolaos Aletras 29 11 0 21 May 2023
ALANNO: An Active Learning Annotation System for Mortals Josip Jukić Fran Jelenić Miroslav Bićanić Jan Snajder 13 2 0 11 Nov 2022
To Softmax, or not to Softmax: that is the question when applying Active Learning for Transformer Models Julius Gonsior C. Falkenberg Silvio Magino Anja Reusch Maik Thiele Wolfgang Lehner UQCV 36 7 0 06 Oct 2022
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
Is More Data Better? Re-thinking the Importance of Efficiency in Abusive Language Detection with Transformers-Based Active Learning Hannah Rose Kirk Bertie Vidgen Scott A. Hale 18 10 0 21 Sep 2022
Revisiting Uncertainty-based Query Strategies for Active Learning with Transformers Christopher Schröder A. Niekler Martin Potthast 11 77 0 12 Jul 2021
Cold-start Active Learning through Self-supervised Language Modeling Michelle Yuan Hsuan-Tien Lin Jordan L. Boyd-Graber 104 180 0 19 Oct 2020