FEW-SHOT BIOMEDICAL NER EMPOWERED BY LLMS-ASSISTED DATA AUGMENTATION AND MULTI-SCALE FEATURE EXTRACTION

Abstract Named Entity Recognition (NER) is a fundamental task in processing biomedical text.Due to the limited availability of labeled data, researchers have investigated few-shot learning methods to tackle this challenge.However, replicating the performance of fully supervised methods remains difficult in few-shot scenarios.This paper addresses tw

Near-surface winds around the mountainous Caribbean islands contribute to orographic lifting and thermal diurnal rainfall that requires mesoscale analysis.Here, a new perspective is presented via high-resolution satellite and reanalysis products.Singular value decomposition is applied to 5 km cold-cloud duration satellite data to understand the lea