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Verified survey-country metadata boosts LLM predictive accuracy, but random labels can mislead forecasts without any benefit.
Achieve state-of-the-art conversational sentiment analysis by explicitly modeling discourse structure and thread dependencies, outperforming GCN-based approaches.
