claim
active
claim:prompt-and-context-design-are-cognitive-control-operations-they-toggle-latent-competencies-rather-than-teaching-the-model-from-scratchPrompt and context design are cognitive-control operations: they toggle latent competencies rather than teaching the model from scratch.
Assertion about the nature of prompt engineering.
Source paper
extracted_from(2025) · Edward Yi Chang · Kaya, Zeyneb N. · Ethan Chang
Neighborhood — ranked by edge-count
Communities (3)
community
- Few-shot anchoring & latent structuremembers_ofHow minimal examples disambiguate and recruit latent arithmetic/reasoning interpretations in LLMs
- Unified Competency Control Theory (UCCT)members_ofFormal framework modeling prompt/context design as latent competency toggling via anchor budget regularization, with measurable quantities ρd, dr, k, S enabling cross-domain diagnostics.
- Framing prompt design as activating pre-existing latent model competencies, not new learning.
Artifacts (1)
artifact
- Main paper presenting UCCT and semantic anchoring framework.
Related by similarity (8)
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.
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- Addresses skeptical alternative that reports reflect only conversational content
- Prompt providing model context about own architecture increases introspective detection from 0.3% to 39.9%.finding0.745Mechanistic support for prompt-as-gate hypothesis: language frames enable access to latent capacities.
- Interpretation of the inverse relationship between CAI lift and default accessibility
- Load-bearing characterization of how prior intention forms as phase transition in cognitive dynamics; core mechanism of action.