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concept:coherency-degradationCoherency Degradation
Rapid breakdown of output quality under strong or out-of-distribution activation steering, the main problem this paper addresses
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cosine ≥ 0.65 · no typed edgeEntities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.
- A property that makes a segment of space stand out as a center; determined by symmetry, connectedness, convexity, etc.
- GPT-4.1-mini based score (0-100) measuring clarity, absence of hallucinations, and lack of confusion in generated text
- The functional role consciousness plays: minimizing constraint violations between simultaneously active partial models of reality
- GPT-4.1-mini-rated 0-100 score measuring response coherence; used to detect side effects of steering
- Ability to maintain structural consistency over extended sequences
- The ability to integrate spending efficiency, resource discipline, and adaptive phase play under competitive pressure.
- GPT-4o scored 0-100 metric from Betley et al. measuring response coherence on open-ended evaluation prompts
- Motivates adopting coherency score as the primary evaluation metric