BERT-based Authorship Attribution on the Romanian Dataset called ROST
Being around for decades, the problem of Authorship Attribution is still very much in focus currently. Some of the more recent instruments used are the pre-trained language models, the most prevalent being BERT. Here we used such a model to detect the authorship of texts written in the Romanian language. The dataset used is highly unbalanced, i.e., significant differences in the number of texts per author, the sources from which the texts were collected, the time period in which the authors lived and wrote these texts, the medium intended to be read (i.e., paper or online), and the type of writing (i.e., stories, short stories, fairy tales, novels, literary articles, and sketches). The results are better than expected, sometimes exceeding 87\% macro-accuracy.
Code (0)
등록된 구현이 없습니다.
Tasks
ArticlesAuthorship AttributionMethods 이 논문이 사용한 방법론
Similar Papers 제목 키워드 기반
BertAA : BERT fine-tuning for Authorship Attribution
Identifying the author of a given text can be useful in historical literature, plagiarism detection, or police investigations. Authorship Attribution (AA) has been well studied and mostly relies on a large feature engine…
Authorship AttributionFeature EngineeringLanguage ModelingLanguage ModellingA comparison of several AI techniques for authorship attribution on Romanian texts
Determining the author of a text is a difficult task. Here we compare multiple AI techniques for classifying literary texts written by multiple authors by taking into account a limited number of speech parts (preposition…
Authorship AttributionReddit is all you need: Authorship profiling for Romanian
Authorship profiling is the process of identifying an author's characteristics based on their writings. This centuries old problem has become more intriguing especially with recent developments in Natural Language Proces…
AllThe Topic Confusion Task: A Novel Evaluation Scenario for Authorship Attribution
Authorship attribution is the problem of identifying the most plausible author of an anonymous text from a set of candidate authors. Researchers have investigated same-topic and cross-topic scenarios of authorship attrib…
Authorship AttributionThe Topic Confusion Task: A Novel Scenario for Authorship Attribution
Authorship attribution is the problem of identifying the most plausible author of an anonymous text from a set of candidate authors. Researchers have investigated same-topic and cross-topic scenarios of authorship attrib…
Authorship Attribution