AI Authorship Verification: an Ensembled Approach

EasyChair Preprint no. 14130

Abstract

Our method for detecting AI written text creates an ensembled method combining 3 techniques: a Fine-tuned RoBERTa, Neural Depedency Graph, and a factual coherence graph. These methods output their logits for prediction, these are then concatenated into an xgboost classifier

Keyphrases: AI and Human, AI Text Detection, dependency graph, Fine-tuned RoBERTa, GCN, Graph Neural Network, RoBERTa

@Booklet{EasyChair:14130,
  author = {Benjamin Ostrower and Jacob Wessell and Abhinav Bindal},
  title = {AI Authorship Verification: an Ensembled Approach},
  howpublished = {EasyChair Preprint no. 14130},

  year = {EasyChair, 2024}}