Artificial Text Detection via Examining the Topology of Attention Maps

Artificial Text Detection via Examining the Topology of Attention Maps

10 September 2021

Laida Kushnareva

D. Cherniavskii

Vladislav Mikhailov

Ekaterina Artemova

Irina Piontkovskaya

Papers citing "Artificial Text Detection via Examining the Topology of Attention Maps"

12 / 12 papers shown

Title
Hallucination Detection in LLMs via Topological Divergence on Attention Graphs Alexandra Bazarova Aleksandr Yugay Andrey Shulga A. Ermilova Andrei Volodichev ... Dmitry Simakov M. Savchenko Andrey Savchenko Serguei Barannikov Alexey Zaytsev HILM 30 0 0 14 Apr 2025
Topological Perspectives on Optimal Multimodal Embedding Spaces Abdul Aziz Abdul Rahim BDL 39 0 0 29 May 2024
GPT-who: An Information Density-based Machine-Generated Text Detector Saranya Venkatraman Adaku Uchendu Dongwon Lee DeLMO 24 33 0 09 Oct 2023
An Empirical Study of AI Generated Text Detection Tools Arslan Akram DeLMO 26 29 0 27 Sep 2023
Uncertainty Estimation of Transformers' Predictions via Topological Analysis of the Attention Matrices Elizaveta Kostenok D. Cherniavskii Alexey Zaytsev 49 5 0 22 Aug 2023
Attribution and Obfuscation of Neural Text Authorship: A Data Mining Perspective Adaku Uchendu Thai Le Dongwon Lee DeLMO 24 40 0 19 Oct 2022
Machine Generated Text: A Comprehensive Survey of Threat Models and Detection Methods Evan Crothers Nathalie Japkowicz H. Viktor DeLMO 38 107 0 13 Oct 2022
The Topological BERT: Transforming Attention into Topology for Natural Language Processing Ilan Perez Raphael Reinauer 22 17 0 30 Jun 2022
Findings of the The RuATD Shared Task 2022 on Artificial Text Detection in Russian T. Shamardina Vladislav Mikhailov Daniil Chernianskii Alena Fenogenova Marat Saidov A. Valeeva Tatiana Shavrina I. Smurov E. Tutubalina Ekaterina Artemova DeLMO 16 30 0 03 Jun 2022
BERTops: Studying BERT Representations under a Topological Lens Jatin Chauhan Manohar Kaul 16 3 0 02 May 2022
Do Language Models Plagiarize? Jooyoung Lee Thai Le Jinghui Chen Dongwon Lee 27 73 0 15 Mar 2022
What you can cram into a single vector: Probing sentence embeddings for linguistic properties Alexis Conneau Germán Kruszewski Guillaume Lample Loïc Barrault Marco Baroni 201 882 0 03 May 2018