=Paper=
{{Paper
|id=Vol-4283/paper46
|storemode=property
|title=HSE NLP Team at BioASQ BioNNE-R: When Dev Lies: Domain Pretraining, Calibration, and the Limits of LLM Augmentation for Biomedical Nested Relation Extraction
|pdfUrl=https://ceur-ws.org/Vol-4283/paper46.pdf
|volume=Vol-4283
|authors=Airat Valiev
}}
==HSE NLP Team at BioASQ BioNNE-R: When Dev Lies: Domain Pretraining, Calibration, and the Limits of LLM Augmentation for Biomedical Nested Relation Extraction==
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