Papers by Fedor Ignatov
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 Dream: Platform for Building Generative AI Assistants (2023.acl-demo)
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Diliara Zharikova, Daniel Kornev, Fedor Ignatov, Maxim Talimanchuk, Dmitry Evseev, Ksenya Petukhova, Veronika Smilga, Dmitry Karpov, Yana Shishkina, Dmitry Kosenko, Mikhail Burtsev
| Challenge: | open-source DeepPavlov Dream Platform is designed for development of complex dialog systems . platform supports modular approach to implementation of conversational agents . |
| Approach: | open-source DeepPavlov Dream Platform is designed for development of complex dialog systems . platform includes a conversational orchestrator called DeepPvlov Agent to coordinate asynchronous dialog pipeline . |
| Outcome: | The open-source DeepPavlov Dream Platform is designed for development of complex dialog systems like Generative AI Assistants. |