Human cognitive process aligned rumor detection with small language models enhanced large language models

Key Points

• Rumor detection effectiveness increases with the alignment of cognitive processes and language models.
• Significant improvements were observed in accuracy when integrating small language models with larger ones.
• Assessment used computational methods to evaluate cognitive alignment in the context of language processing.
• Findings may enable better rumor detection in real-world applications through model alignment strategies.