Applicability of Chain-of-Thought Prompting to Music Foundation Models

Determine whether chain-of-thought prompting or similar inference-time prompt manipulations can be effectively extended to music foundation models to elicit structured reasoning and causal relationships in music-related tasks.

Background

The authors discuss how causal learning and inference-time interventions like chain-of-thought prompting have shown success in natural LLMs for eliciting reasoning and factual correctness.

They note uncertainty around whether such prompt-based manipulations can be transferred to music foundation models, which would potentially enable causal interpretations and reasoning about musical structure and decisions.

References

Whether similar prompt manipulations can be extended to music foundation models remains to be seen.

Foundation Models for Music: A Survey (2408.14340 - Ma et al., 26 Aug 2024) in Section 4.8, Causal Modelling