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Alexey Dontsov

I Have Covered All the Bases Here: Interpreting Reasoning Features in Large Language Models via Sparse Autoencoders
2026 · Andrey V. Galichin, Alexey Dontsov, et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 1
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Sanity Checks for Sparse Autoencoders: Do SAEs Beat Random Baselines?
2026 · Korznikov, Anton, Galichin, Andrey, et al. · arXiv (Cornell University) · 1
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Motivating Next-Gen Accelerators with Flexible N:M Activation Sparsity via Benchmarking Lightweight Post-Training Sparsification Approaches
2026 · Shirin Alanova, Kristina Kazistova, et al. · Proceedings of the conference - Association for Computational Linguistics. Meeting · 1
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AIRI NLP Team at EHRSQL 2024 Shared Task: T5 and Logistic Regression to the Rescue
2024 · Oleg Somov, Alexey Dontsov, et al. · Clinical Natural Language Processing Workshop (ClinicalNLP) · 1
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Context or Knowledge: How LLMs Attribute Their Own Answers
2026 · Afendulev, Kirill, Dontsov, Alexey, et al. · arXiv (Cornell University)
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From Stories to Features: Scaling Concept Vectors for AI Alignment & Interpretability
2026 · Scherbakov, Dmitry, Chernikov, Oleg, et al. · arXiv (Cornell University)
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Sparse Transformer: a Controlled Testbed for Mechanistic Interpretability
2026 · Korznikov, Anton, Dontsov, Alexey, et al. · arXiv (Cornell University)
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Motivating Next-Gen Accelerators with Flexible Activation Sparsity via Benchmarking Lightweight Post-Training Sparsification Approaches
2026 · Association for Computational Linguistics 2026, Alanova, Shirin, et al. · Underline Science Inc.
Feature Drift: How Fine-Tuning Repurposes Representations in LLMs
2026 · Association for Computational Linguistics 2026, Dontsov, Alexey, et al. · Underline Science Inc.
I Have Covered All the Bases Here: Interpreting Reasoning Features in Large Language Models via Sparse Autoencoders
2026 · Association for Artificial Intelligence 2026, Dontsov, Alexey, et al. · Underline Science Inc.
Out of Distribution, Out of Luck: Process Rewards Misguide Reasoning Models
2026 · Alexey Dontsov, Anton Korznikov, et al. · Conference of the European Chapter of the Association for Computational Linguistics
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Feature Drift: How Fine-Tuning Repurposes Representations in LLMs
2026 · Andrey V. Galichin, Anton Korznikov, et al. · Findings of the Association for Computational Linguistics: EACL
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What Attention Recalls and Recurrence Controls in Hybrid Language Models
2026 · Kirill Afendulev, Alexey Dontsov, et al. · Findings of the Association for Computational Linguistics: EMNLP (Findings of EMNLP)
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Forcing a Letter Suppresses Refusal: Mechanistic Evidence from WMDP
2026 · Anna Antipova, Stepan Epifantsev, et al. · BlackboxNLP Workshop on Analyzing and Interpreting Neural Networks for NLP (BlackboxNLP)
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Works count: 18
Citation count: 4
H-index: 1
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