Irina Piontkovskaya
18 papers · 2018–2026 · 9 venues · across top CS/AI venues
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Achievements
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πΊοΈ Taxonomy Completionist (37) π Academic Marathon Β· Sprint π Conference Polyglot Β· Silver π Interdisciplinary Bridge Β· Gold π£ Hot Topic Early Bird
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Topic Evolution
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Trend Setter
ποΈ
Keyword Collector
(89)
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Renaissance Researcher
(5)
π₯
Unstoppable Β· Bronze
β
The Questioner
β‘
Prolific Year Β· Productive
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Conference Pioneer
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Century Club Β· Bronze
Venues
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Research topics
Machine Learning
(11)
Natural Language Processing
(11)
Artificial Intelligence
(10)
Deep Learning
(10)
Core AI
(9)
Core Methods
(8)
Architectures
(6)
Applications
(5)
Learning Types Β· Deep Learning
(4)
Resources & Methods
(4)
Generation
(3)
Learning Types Β· Machine Learning
(3)
Optimization & Theory
(3)
Techniques
(3)
Data Science & Analytics
(1)
Keywords
topological data analysis
(4)
sparse autoencoder
(3)
language model
(2)
grammatical error correction
(2)
intrinsic dimension
(2)
transformer attention
(2)
feature extraction
(2)
attention map
(2)
artificial text detection
(2)
representation learning
(2)
feature selection
(1)
speech processing
(1)
passage retrieval
(1)
text representation
(1)
prosody analysis
(1)
text classification
(1)
zero-shot learning
(1)
neural network interpretability
(1)
multilingual retrieval
(1)
intent classification
(1)
Papers
AudioSAE: Towards Understanding of Audio-Processing Models with Sparse AutoEncoders
EACL 2026
Unveiling Intrinsic Dimension of Texts: from Academic Abstract to Creative Story
EACL 2026
CCT-Code: Cross-Consistency Training for Multilingual Clone Detection and Code Search
NAACL 2025
Feature-Level Insights into Artificial Text Detection with Sparse Autoencoders
ACL 2025
Quantifying Logical Consistency in Transformers via Query-Key Alignment
EMNLP 2025
ToolReflection: Improving Large Language Models for Real-World API Calls with Self-Generated Data
ACL 2025
Robust AI-Generated Text Detection by Restricted Embeddings
EMNLP 2024
Can BERT eat RuCoLA? Topological Data Analysis to Explain
EACL 2023
Efficient Grammatical Error Correction Via Multi-Task Training and Optimized Training Schedule
EMNLP 2023
GEC-DePenD: Non-Autoregressive Grammatical Error Correction with Decoupled Permutation and Decoding
ACL 2023
Intrinsic Dimension Estimation for Robust Detection of AI-Generated Texts
NeurIPS 2023
Topological Data Analysis for Speech Processing
Interspeech 2023
Acceptability Judgements via Examining the Topology of Attention Maps
EMNLP 2022
Ask Me Anything in Your Native Language
NAACL 2022
Artificial Text Detection via Examining the Topology of Attention Maps
EMNLP 2021
Revisiting Mahalanobis Distance for Transformer-Based Out-of-Domain Detection
AAAI 2021
SumTitles: a Summarization Dataset with Low Extractiveness
COLING 2020
Distributed Fine-tuning of Language Models on Private Data
ICLR 2018