CoT traces align with internal answer commitment in only 61.9% of steps on average, dominated by confabulated continuations after commitment has stabilized.
Large language models are zero-shot reasoners
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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.
A systematic survey of 93 studies that maps the bidirectional relationship between metamorphic testing and LLMs, proposing a taxonomy for MT applied to LLMs and LLMs applied to MT.
citing papers explorer
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When Reasoning Traces Become Performative: Step-Level Evidence that Chain-of-Thought Is an Imperfect Oversight Channel
CoT traces align with internal answer commitment in only 61.9% of steps on average, dominated by confabulated continuations after commitment has stabilized.
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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.
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Bidirectional Empowerment of Metamorphic Testing and Large Language Models: A Systematic Survey
A systematic survey of 93 studies that maps the bidirectional relationship between metamorphic testing and LLMs, proposing a taxonomy for MT applied to LLMs and LLMs applied to MT.