Direct prompting scales more consistently than CoT prompting for speech-to-text translation as the amount of S2TT data increases.
CoT-ST: Enhancing LLM-based Speech Translation with Multimodal Chain-of-Thought
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The paper provides the first comprehensive survey of multimodal chain-of-thought reasoning, including foundational concepts, a taxonomy of methodologies, application analyses, challenges, and future directions.
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Revisiting Direct Speech-to-Text Translation with Speech LLMs: Better Scaling than CoT Prompting?
Direct prompting scales more consistently than CoT prompting for speech-to-text translation as the amount of S2TT data increases.
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Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey
The paper provides the first comprehensive survey of multimodal chain-of-thought reasoning, including foundational concepts, a taxonomy of methodologies, application analyses, challenges, and future directions.