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06/07/2023
Intrinsic Dimension Estimation for Robust Detection of AI-Generated Texts
Rapidly increasing quality of AI-generated content makes it difficult to...
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04/04/2023
Can BERT eat RuCoLA? Topological Data Analysis to Explain
This paper investigates how Transformer language models (LMs) fine-tuned...
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11/30/2022
Topological Data Analysis for Speech Processing
We apply topological data analysis (TDA) to speech classification proble...
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07/05/2022
Betti numbers of attention graphs is all you really need
We apply methods of topological analysis to the attention graphs, calcul...
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06/22/2022
Template-based Approach to Zero-shot Intent Recognition
The recent advances in transfer learning techniques and pre-training of ...
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05/19/2022
Acceptability Judgements via Examining the Topology of Attention Maps
The role of the attention mechanism in encoding linguistic knowledge has...
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09/10/2021
Artificial Text Detection via Examining the Topology of Attention Maps
The impressive capabilities of recent generative models to create texts ...
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08/16/2021
A Single Example Can Improve Zero-Shot Data Generation
Sub-tasks of intent classification, such as robustness to distribution s...
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01/11/2021
Revisiting Mahalanobis Distance for Transformer-Based Out-of-Domain Detection
Real-life applications, heavily relying on machine learning, such as dia...
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12/20/2017