Papers by Anna Korzanova
DeepPavlov 1.0: Your Gateway to Advanced NLP Models Backed by Transformers and Transfer Learning (2024.emnlp-demo)
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Maksim Savkin, Anastasia Voznyuk, Fedor Ignatov, Anna Korzanova, Dmitry Karpov, Alexander Popov, Vasily Konovalov
| Challenge: | Open-source framework for using NLP models is released for non-experts . complexity of building, fine-tuning and deploying state-of-the-art models remains a barrier . |
| Approach: | They present DeepPavlov 1.0, an open-source framework for using NLP models . the framework is based on PyTorch and supports HuggingFace transformers . |
| Outcome: | The DeepPavlov 1.0 framework is designed for practitioners with limited knowledge of NLP/ML. |
DeepPavlov Strikes Back: A Toolkit for Improving LLM Reliability and Trustworthiness (2026.eacl-demo)
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| Challenge: | a new version of an open-source library for natural language processing (NLP) is released . the library is easy to use, flexible, and works with many languages. |
| Approach: | They introduce a new version of an open-source library for natural language processing (NLP) it supports both traditional NLP tasks and new tasks needed to enhance LLMs truthfulness and reliability. |
| Outcome: | The new version of DeepPavlov supports both traditional and new tasks . it is easy to use, flexible, and works with many languages . |