Semi-Automated Labeling of Requirement Datasets for Relation Extraction

Autor: Bohn, Jeremias, Fischbach, Jannik, Schmitt, Martin, Schütze, Hinrich, Vogelsang, Andreas
Rok vydání: 2021
Předmět:
Druh dokumentu: Working Paper
Popis: Creating datasets manually by human annotators is a laborious task that can lead to biased and inhomogeneous labels. We propose a flexible, semi-automatic framework for labeling data for relation extraction. Furthermore, we provide a dataset of preprocessed sentences from the requirements engineering domain, including a set of automatically created as well as hand-crafted labels. In our case study, we compare the human and automatic labels and show that there is a substantial overlap between both annotations.
Databáze: arXiv