AI Authorship Verification: an Ensembled Approach

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

@booklet{EasyChair:14130,
  author    = {Benjamin Ostrower and Jacob Wessell and Abhinav Bindal},
  title     = {AI Authorship Verification: an Ensembled Approach},
  howpublished = {EasyChair Preprint 14130},
  year      = {EasyChair, 2024}}