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Artem Kirsanov

2 accepted papers

2026

Diagnosing Failures in Generalization from Task-Relevant Representational Geometry

ICLR 2026poster

Generalization—the ability to perform well beyond the training context—is a hallmark of biological and artificial intelligence, yet anticipating unseen failures remains a central challenge. Conventional approaches often take a bottom-up mechanistic route by reverse-engineering interpretable features…

Cited by 0SourcecodeScholar
2025

The Geometry of Prompting: Unveiling Distinct Mechanisms of Task Adaptation in Language Models

NAACL 2025findings

Decoder-only language models have the ability to dynamically switch between various computational tasks based on input prompts. Despite many successful applications of prompting, there is very limited understanding of the internal mechanism behind such flexibility. In this work, we investigate how d…

Cited by 1SourcePDFScholar