Team Bolaca at SemEval-2024 Task 6: Sentence-transformers are all you need

Béla Rösener, Hong-bo Wei, Ilinca Vandici · 2024

The prevalence of fluent over-generation hallucinations, grammatically correct but nonsensical text, poses a significant challenge to the reliability of Natural Language Processing (NLP) systems.These fabricated constructs, arising from factors like overfitting or data sparsity, can mislead users and undermine system efficacy.The SemEval-2024 Task 6, SHROOM, addresses this concern by offering a comprehensive evaluation platform.For our own contribution to the task we make use of a logistic regression classifier and a feed-forward ANN in order to provide a computationally economical, yet reliable solution to the the Task at hand.

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