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Nicolay Rusnachenko

nicolay-r
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https://nicolayr.com/

AI & ML interests

NLP for Healthcare βš•οΈ @BU_Research・PhD in NLP / IR ・Textual Information Retrieval

Recent Activity

updated a collection about 19 hours ago
sentiment-analysis-advances
posted an update 18 days ago
πŸ“’ For those who experimening with large language models in clinical domain, this might be relevant. So far we participated in Task 4 of the ArchEHR-QA 2026 shared task. The task requires aligning answers to patient questions with clinical evidence. Our approach encodes clinical reasoning principles directly into the prompt, evaluated in a zero-shot setting. Results: +2% improvement with ChatGPT-5.2. No measurable gain with Llama-3 70B, indicating the approach benefits larger-scale models. 🌟 Code: https://github.com/nicolay-r/ArchEHR-QA-2026-Task-4-MedEvi-NS πŸ“Š Shared task: https://www.codabench.org/competitions/13528/
posted an update about 2 months ago
πŸ“’ I know this space is mosly for sharing works, but in this case I am open to work πŸ’ΌπŸ‡¬πŸ‡§ I know there are outstanding research labs and teams following this space πŸ™Œ I would genuinely love to learn on ways to contribute, learn from strong lab environments, and help shape ideas into working systems. What I bring (https://nicolayr.com): β€’ Applied NLP & deployment LLM-powered worflows with reasoning for IR (LangChain, LiteLLM) β€’ Architectures Engeneering: Transformers and / or backends (PyTorch, Tensorflow, flaxformer) β€’ End-to-end engineering: Frontend (JS, ReactJS) β†’ Backend REST APIs (FastAPI) / Keycloak β†’ Docker / NGINX β†’ Cloud / MLOps β€’ Domain-specific experience in Healthcare (deploy & handle: DICOM-SR/SEG, NIFTI, databases: ORTHANC, Frontend: OHIF / cornerstone) β€’ Pasion about open-source NLP tooling for handling data (https://github.com/nicolay-r) Would be happy to connect or hear any relevant suggestions on seeking for team 🧩
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