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Boris Orekhov

nevmenandr
21world's profile picture codemurt's profile picture elejke's profile picture
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https://nevmenandr.github.io/portfolio/

AI & ML interests

Natural Language Processing, Poetry Generation, Linguistics, Low-resource languages

Recent Activity

posted an update about 22 hours ago
šŸ”„ New Russian Stylometry Dataset! Russian Stylometric Dataset (RSD) ā€” 322 texts from the 19th ā€“ early 20th centuries (16 million words), prepared for analysis in stylo (R) and machine learning (Python). šŸ“š What's inside? Fiction, journalism, scientific texts, drama, poetry Grouped by author, gender, age, genre, literary movements (Romanticism/Realism) Character speech (Tolstoy, Gogol, Ostrovsky) Generated texts (LSTM, GPT) šŸ“Š Use cases: authorship attribution, clustering, classification, benchmarking methods. šŸ”“ Public domain + GPL-3.0 license. šŸ‘‰ Learn more: https://github.com/nevmenandr/RSD DOI: 10.5281/zenodo.20701309
posted an update 3 days ago
https://huggingface.co/nevmenandr/char-based-lstm-russian-poetry-https://huggingface.co/nevmenandr/char-based-lstm-russian-poetry-mandelshtam https://huggingface.co/nevmenandr/char-based-lstm-russian-poetry-hexameter https://huggingface.co/papers/2306.02771 šŸ“œ RNN vs. Transformers: How an Old Architecture Better Perceives Poetic Style In the era of Transformer dominance, we often forget that old RNNs (especially character-level LSTMs) remain irreplaceable for tasks where *individual style*, rhythm, and micro-patterns matter. These three models are clear proof of that. šŸŽÆ Why does this matter today? - **Stylistic analysis**: RNNs better capture meter, repetitions, and unexpected tonal shifts. - **Teaching poetics**: generating "almost correct" but hallucinating lines helps explore the boundaries of style. - **Nostalgia and replication**: a reminder that not everything is measured by BLEU and perplexity. šŸ–¼ļø Visualization Attached is an infographic comparing the three models (architecture, style, generation sample). > RNNs aren't dead. They're just writing poetry in silence.
updated a dataset 8 months ago
nevmenandr/russian-20th-century-bigrams
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Organizations

HSE University's profile picture DH CLOUD's profile picture