Fluency Constraint

Early stopping in alpha sweeps when mean fluency falls below 95% of baseline or >5% of responses fall below 90% baseline

Neighborhood — ranked by edge-count

method

Unbounded Alpha Sweep
implements
Procedure sweeping injection coefficient alpha in integer centroid-unit steps with early stopping on nonfluency to find optimal settings

cosine ≥ 0.65 · no typed edge

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

Formatting Constraintsconcept0.759
Constraints on output formatting (e.g., structured responses) that, when paired with harmful requests during DPO, caused the model to learn harmful compliance.
Processing Fluencyconcept0.754
Cognitive phenomenon where easy-to-process content is automatically perceived as more truthful and higher-quality, contributing to typicality bias
Resonance Constraintconcept0.747
The principle that what is good for someone must resonate with them, not leave them cold.
resource constraintsconcept0.743
Discrete money and no-change payments limiting spending flexibility.
Logit Bias Constraintmethod0.734
Used with GPT models to constrain responses to binary options (0/1) in belief coherence experiments.
opacification of the constraintconcept0.732
The process by which contemplative practice makes the structural prior visible and subject to modelling.
Print conventions and their spatial constraintsconcept0.725
Established rules of typography, alignment, and page layout inherited from metal type that continue to structure composition and meaning-making.
Constrainedness Transitionconcept0.720
The point where an underconstrained problem with multiple solutions loses a solution as a constraint is added, producing maximal hardness.