concept
active
concept:threshold-like-behaviorthreshold-like behavior
Sharp performance changes when S crosses a critical value.
Neighborhood — ranked by edge-count
Concepts (5)
concept
- shot midpoint k50associated_withNumber of in-context exemplars to reach 50% accuracy in E2.
- critical threshold Scassociated_withTask-dependent value of S at which performance flips.
- Emergent Abilities of LLMsassociated_withPrior work documenting abrupt capability changes under scale; UCCT provides a measurable predictor for when they occur
- Threshold Scassociated_withValue of S above which performance sharply increases; varies by model, layer, and task.
- Phase Transition / Regime Shift in ICLassociated_withPhenomenon documented by Park et al. 2024/2025 that UCCT complements by providing a when-predictor
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.
- Assumption that small anchor changes can produce sharp performance shifts when conditions are favorable.
- Core testable hypothesis of UCCT about the nature of performance transitions under anchoring
- Perception that is smooth and can be evaluated at any point, like a differentiable field; Antra's functionalist interpretation.
- Organism's belief-guided action selection that instantiates generative model and maintains phenotypic states
- The approach of learning from demonstrations, often assuming a single agent; Paul Christiano used 'mimicry'.
- Authors' explicit epistemic limitation on the threshold model
- Per-latent calibrated steering strength that yields average first-attempt judge score of 30/100
- World-disclosing behavior that resolves uncertainty; driven by epistemic value and novelty components of expected free energy