UML Association vs Aggregation vs Composition
Adolescence and early adulthood represent critical periods for the emergence of psychiatric symptoms , often spanning multiple symptom dimensions. Alterations in fear learning and generalization are implicated in anxiety-related disorders, yet research on these processes in youth with early-stage transdiagnostic psychiatric symptoms remains limited.
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PDF Compositional Generalization
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Pre-trained LLMs help in compositional generalization but does not solve it. Pre-training primarily helps in substituting similar words or phrases (such as the add-jump split), while it helps less on more complex phrases. In particular it hurts length generalization , which requires further investigation.
Negative generalization has also been found to be elevated among persons with a diagnosis of lifetime major depression, (Eisner, Johnson, & Carver, 2008), even controlling for current depressive symptoms . Negative generalization has also predicted prospective increases in depressive symptoms after negative life events (Carver, 1998).
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