27 citations · 51 across the 9 of their papers we have counts for
4 papers · 1 filter
Smooth Sailing: Improving Active Learning for Pre-trained Language Models with Representation Smoothness Analysis
Josip Jukić, Jan Šnajder
Developed to alleviate prohibitive labeling costs, active learning (AL) methods aim to reduce label complexity in supervised learning. While recent work has demonstrated the benefi…
Easy to Decide, Hard to Agree: Reducing Disagreements Between Saliency Methods
Josip Jukić, Martin Tutek, Jan Šnajder
A popular approach to unveiling the black box of neural NLP models is to leverage saliency methods, which assign scalar importance scores to each input component. A common practice…
ALANNO: An Active Learning Annotation System for Mortals
Josip Jukić, Fran Jelenić, Miroslav Bićanić +1
Supervised machine learning has become the cornerstone of today's data-driven society, increasing the need for labeled data. However, the process of acquiring labels is often expen…
Large-scale Evaluation of Transformer-based Article Encoders on the Task of Citation Recommendation
Zoran Medić, Jan Šnajder
Recently introduced transformer-based article encoders (TAEs) designed to produce similar vector representations for mutually related scientific articles have demonstrated strong p…