Papers by Vladislav Zharchinskii
Unveiling Intrinsic Dimension of Texts: from Academic Abstract to Creative Story (2026.eacl-long)
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Pedashenko Vladislav, Laida Kushnareva, Yana Khassan Nibal, Eduard Tulchinskii, Kristian Kuznetsov, Vladislav Zharchinskii, Yury Maximov, Irina Piontkovskaya
| Challenge: | a new study grounding intrinsic dimension in interpretable text properties is published . entropy-like measures are ubiquitous in training and evaluation, but geometric complexity remains underexplored. |
| Approach: | They propose to ground intrinsic dimension (ID) in interpretable text properties through cross-encoder analysis, linguistic features, and sparse autoencodes. |
| Outcome: | The proposed method shows that scientific prose shows low ID ( 8), encyclopedic content medium ID ( > 9), creative/opinion writing high ID (> 10.5) |