Intrinsic Dimension Estimation for Robust Detection of AI-Generated
Texts

Intrinsic Dimension Estimation for Robust Detection of AI-Generated Texts

7 June 2023

Eduard Tulchinskii

Kristian Kuznetsov

Laida Kushnareva

D. Cherniavskii

Irina Piontkovskaya

Sergey I. Nikolenko

Papers citing "Intrinsic Dimension Estimation for Robust Detection of AI-Generated Texts"

17 / 17 papers shown

Title
Glimpse: Enabling White-Box Methods to Use Proprietary Models for Zero-Shot LLM-Generated Text Detection Guangsheng Bao Yanbin Zhao Juncai He Yue Zhang VLM 92 1 0 20 Feb 2025
Are AI Detectors Good Enough? A Survey on Quality of Datasets With Machine-Generated Texts German Gritsai Anastasia Voznyuk Andrey Grabovoy Yury Chekhovich DeLMO 75 1 0 18 Oct 2024
Geometric Signatures of Compositionality Across a Language Model's Lifetime Jin Hwa Lee Thomas Jiralerspong Lei Yu Yoshua Bengio Emily Cheng CoGe 82 0 0 02 Oct 2024
Impact of Model Size on Fine-tuned LLM Performance in Data-to-Text Generation: A State-of-the-Art Investigation Joy Mahapatra Utpal Garain 29 8 0 19 Jul 2024
Is Contrasting All You Need? Contrastive Learning for the Detection and Attribution of AI-generated Text Lucio La Cava Davide Costa Andrea Tagarelli DeLMO 35 2 0 12 Jul 2024
Detecting AI-Generated Text: Factors Influencing Detectability with Current Methods Kathleen C. Fraser Hillary Dawkins S. Kiritchenko DeLMO 71 7 0 21 Jun 2024
Emergence of a High-Dimensional Abstraction Phase in Language Transformers Emily Cheng Diego Doimo Corentin Kervadec Iuri Macocco Jade Yu A. Laio Marco Baroni 104 11 0 24 May 2024
Detecting Multimedia Generated by Large AI Models: A Survey Li Lin Neeraj Gupta Yue Zhang Hainan Ren Chun-Hao Liu Feng Ding Xin Eric Wang X. Li Luisa Verdoliva Shu Hu 75 53 0 22 Jan 2024
A Language and Its Dimensions: Intrinsic Dimensions of Language Fractal Structures Vasilii A. Gromov N. S. Borodin A. S. Yerbolova 12 3 0 16 Nov 2023
The Shape of Learning: Anisotropy and Intrinsic Dimensions in Transformer-Based Models Anton Razzhigaev Matvey Mikhalchuk Elizaveta Goncharova Ivan V. Oseledets Denis Dimitrov Andrey Kuznetsov 27 7 0 10 Nov 2023
Evade ChatGPT Detectors via A Single Space Shuyang Cai Wanyun Cui DeLMO 31 14 0 05 Jul 2023
MGTBench: Benchmarking Machine-Generated Text Detection Xinlei He Xinyue Shen Z. Chen Michael Backes Yang Zhang DeLMO 51 100 0 26 Mar 2023
Intrinsic Dimensionality Estimation within Tight Localities: A Theoretical and Experimental Analysis Laurent Amsaleg Oussama Chelly Michael E. Houle Ken-ichi Kawarabayashi Miloš Radovanović Weeris Treeratanajaru 28 50 0 29 Sep 2022
Acceptability Judgements via Examining the Topology of Attention Maps D. Cherniavskii Eduard Tulchinskii Vladislav Mikhailov Irina Proskurina Laida Kushnareva Ekaterina Artemova S. Barannikov Irina Piontkovskaya D. Piontkovski Evgeny Burnaev 767 19 0 19 May 2022
Artificial Text Detection via Examining the Topology of Attention Maps Laida Kushnareva D. Cherniavskii Vladislav Mikhailov Ekaterina Artemova S. Barannikov A. Bernstein Irina Piontkovskaya D. Piontkovski Evgeny Burnaev 31 49 0 10 Sep 2021
Larger-Scale Transformers for Multilingual Masked Language Modeling Naman Goyal Jingfei Du Myle Ott Giridhar Anantharaman Alexis Conneau 88 126 0 02 May 2021
The Intrinsic Dimension of Images and Its Impact on Learning Phillip E. Pope Chen Zhu Ahmed Abdelkader Micah Goldblum Tom Goldstein 189 259 0 18 Apr 2021