incremental-context-expansion-dd98f201·1 events·first seen Aliases: Incremental Context Expansion
Researchers introduce three Spanish-language foundational models pre-trained on mental health domain data, alongside a novel automatic relabeling methodology called Incremental Context Expansion (ICE) for early disorder detection in social media posts. ICE identifies the minimal cumulative message window sufficient to evidence a disorder, generating more informative training samples and reducing detection latency. Evaluation on three Spanish benchmarks shows state-of-the-art improvements, and all models are publicly released.