Speech-trained and conversation-fine-tuned LLMs show small, inconsistent accuracy gains over text-only models on detecting covert deception, but the comparison is confounded.
In 2021 IEEE Automatic Speech Recognition and Understanding Workshop (ASRU), pages 350–357
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"Yeah Right!" -- Do LLMs Exhibit Multimodal Feature Transfer?
Speech-trained and conversation-fine-tuned LLMs show small, inconsistent accuracy gains over text-only models on detecting covert deception, but the comparison is confounded.