Systematic testing of prompt engineering for LLM equational reasoning finds a performance ceiling of 60-79% accuracy that extensive engineering cannot exceed, driven by undecidability and model capacity limits.
SAIR prompt engineering — equational theories stage 1.https: //github.com/israelcazares/sair-prompt-engineering
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Less Is More: Cognitive Load and the Single-Prompt Ceiling in LLM Mathematical Reasoning
Systematic testing of prompt engineering for LLM equational reasoning finds a performance ceiling of 60-79% accuracy that extensive engineering cannot exceed, driven by undecidability and model capacity limits.