DeepPavlov at SemEval-2024 Task 8: Leveraging Transfer Learning for Detecting Boundaries of Machine-Generated Texts
Anastasia Voznyuk, Vasily Konovalov · 2024
The Multigenerator, Multidomain, and Multilingual Black-Box Machine-Generated Text Detection shared task in the SemEval-2024 competition aims to tackle the problem of misusing collaborative human-AI writing.Although there are a lot of existing detectors of AI content, they are often designed to give a binary answer and thus may not be suitable for more nuanced problem of finding the boundaries between human-written and machine-generated texts, while hybrid human-AI writing becomes more and more popular.In this paper, we address the boundary detection problem.Particularly, we present a pipeline for augmenting data for supervised fine-tuning of DeBERTaV3.We receive new best MAE score, according to the leaderboard of the competition, with this pipeline.