finding
active
finding:all-three-natural-natural-pairs-in-q8b-are-uniformly-constructiveAll three natural-natural pairs in Q8B are uniformly constructive
Natural-natural pairs show the highest combined expression (mean sum 171.53) and never destructively interact
Source paper
extracted_from(2026) · Winston Zeng · Ali Emami · J H Choi
Neighborhood — ranked by edge-count
Papers (1)
paper
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.
- 171 generic-trait pairs in Q8B split into 64 constructive, 67 dominant, and 40 destructive interactionsfinding0.828First systematic pairwise composition study across all pairs of 19 generic traits
- Key finding showing agentic behavior is encoded as a default operating mode in both models
- Both models independently converge on the same six clinician traits as natural defaults
- Q8B shows a broad steerable surface in the generic domain, like an uncommitted canvas
- G20B has 7 steerable, 7 natural, 4 intractable generic traits, with more mass at extremes than Q8Bfinding0.732G20B's post-training commits more strongly toward and against particular dispositions, leaving fewer in the steerable middle
- Natural trait acts as anchor in mixed pairs, suppressing steerable partner at worst but never collapsing both
- Clinician naturalness matches expert desirability on 16 of 17 traits in both Q8B and G20Bfinding0.726Both models' default clinician behavior aligns with a board-certified psychologist's independent desirability judgments on 16/17 traits
- Destructive interference is confined to the regime where the model is already easiest to manipulate