Reflection redundancy

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

• Reflections are redundant in many cases, especially in stronger modelsclaim0.821
  Key interpretive finding that stronger models can have reflections reduced with minimal accuracy cost
• No Redundancy Criterionclaim0.778
• Rational Reflectionconcept0.773
  The capacity to determine behaviour based on reflective normative/evaluative judgment.
• Reflection rateconcept0.768
  Ratio of reflection steps to total reasoning steps, used to quantify reflection behavior
• Self-reflectionconcept0.764
  The ability of reasoning LLMs to review and revise previous reasoning steps during inference
• Within each difficulty category, correctness rate is not correlated with reflection rate, suggesting reflection may be redundantclaim0.764
  Per-category analysis showing reflection rate does not help within difficulty class
• No Reflectionconcept0.760
  Reflection level where the model is forced to output an answer immediately without revisiting reasoning.
• Intrinsic Reflectionconcept0.751
  Reflection level where a model spontaneously revises reasoning without explicit trigger instructions.