Modeling of learning curves with applications to pos tagging

no code implementations • 4 Feb 2024 • Manuel Vilares Ferro, Victor M. Darriba Bilbao, Francisco J. Ribadas Pena

An algorithm to estimate the evolution of learning curves on the whole of a training data base, based on the results obtained from a portion and using a functional strategy, is introduced.

POS POS Tagging

Early stopping by correlating online indicators in neural networks

no code implementations • 4 Feb 2024 • Manuel Vilares Ferro, Yerai Doval Mosquera, Francisco J. Ribadas Pena, Victor M. Darriba Bilbao

In order to minimize the generalization error in neural networks, a novel technique to identify overfitting phenomena when training the learner is formally introduced.

Decision Making

CiTIUS-COLE at SemEval-2019 Task 5: Combining Linguistic Features to Identify Hate Speech Against Immigrants and Women on Multilingual Tweets

no code implementations • SEMEVAL 2019 • Sattam Almatarneh, Pablo Gamallo, Francisco J. Ribadas Pena

This article describes the strategy submitted by the CiTIUS-COLE team to SemEval 2019 Task 5, a task which consists of binary classi- fication where the system predicting whether a tweet in English or in Spanish is hateful against women or immigrants or not.