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Kristian Kuznetsov

3 accepted papers

2025

Feature-Level Insights into Artificial Text Detection with Sparse Autoencoders

ACL 2025finding

Artificial Text Detection (ATD) is becoming increasingly important with the rise of advanced Large Language Models (LLMs). Despite numerous efforts, no single algorithm performs consistently well across different types of unseen text or guarantees effective generalization to new LLMs. Interpretabili…

2024

Robust AI-Generated Text Detection by Restricted Embeddings

EMNLP 2024finding

Growing amount and quality of AI-generated texts makes detecting such content more difficult. In most real-world scenarios, the domain (style and topic) of generated data and the generator model are not known in advance. In this work, we focus on the robustness of classifier-based detectors of AI-ge…

2023

Intrinsic Dimension Estimation for Robust Detection of AI-Generated Texts

NeurIPS 2023poster

Rapidly increasing quality of AI-generated content makes it difficult to distinguish between human and AI-generated texts, which may lead to undesirable consequences for society. Therefore, it becomes increasingly important to study the properties of human texts that are invariant over text domains…