Barely Significant
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Emotion-Aware RoBERTa enhanced with emotion-specific attention and TF-IDF gating for fine-grained emotion recognition.

Sci Rep · 2025 · PMC12095465 · PMID 40399457

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highly significantno p-value reported
The test revealed a highly significant difference ( \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$p < 0.001$$\end{document} ), confirming that Emotion-Aware RoBERTa makes substantially different, and more accurate, predictions than the baseline.

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