Data Sorting Influence on Short Text Manual Labeling Quality for Hierarchical Classification

O Narushynska, V Teslyuk, A Doroshenko… - Big Data and Cognitive …, 2024 - mdpi.com
The precise categorization of brief texts holds significant importance in various applications
within the ever-changing realm of artificial intelligence (AI) and natural language processing …

Extracting General-use Transformers for Low-resource Languages via Knowledge Distillation

JCB Cruz, AF Aji - arxiv preprint arxiv:2501.12660, 2025 - arxiv.org
In this paper, we propose the use of simple knowledge distillation to produce smaller and
more efficient single-language transformers from Massively Multilingual Transformers …

Untangling a web of temporal relations in news articles

MP Silvano, E Amorim, A Leal… - … of Text2Story 2024 …, 2024 - repositorio-aberto.up.pt
Temporal reasoning has been the focus of several studies during the past years, both in
linguistics and computational studies. Although advances on this topic are undeniable, there …

ISO 24617-8 applied: insights from multilingual discourse relations annotation in english, polish, and portuguese

A Tomaszewska, MP Silvano… - Proceedings of the …, 2024 - repositorio-aberto.up.pt
The main objective of this study is to contribute to multilingual discourse research by
employing ISO-24617 Part 8 (Semantic Relations in Discourse, Core Annotation Schema …