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README.md

Patterns Directory

This directory contains the 24 canonical prompt specifications evaluated in PromptTransferX.

File naming

P{ID}_{snake_case_name}.md

Pattern metadata fields

Each file contains:

Field Description
ID Pattern identifier (P01–P24)
Name Full pattern name
Category Functional category (White et al. taxonomy)
Origin Source paper/catalog
PromptPrism Level Structural / Semantic / Pragmatic (Jeoung et al., 2025)
Volatility Class I / II / II* / III / IV
Transfer min/max PTS ratio with 95% bootstrapped CI
Restricted Transfer Transfer excluding MedLLaMA-2
PSI Pattern Stability Index = PTS(GPT-4o) − PTS(Mistral-7B)
Core Mechanism One-sentence mechanism description
Canonical Specification The V-A (primary) instantiation
Per-model PTS Mean PTS per model with ±CI
Deployment Guidance Practitioner recommendation

Volatility Class boundaries (revised post-pilot)

  • Class I — Stable: Transfer ≥ 0.75
  • Class II — Context-Sensitive: 0.60–0.74
  • Class II* — Claude-Divergent: 0.60–0.74, with Claude-family fingerprint
  • Class III — Model-Specific: 0.45–0.59
  • Class IV — Brittle: < 0.45

Taxonomy correction: P14 (Transfer = 0.48) → Class III. P24 (Transfer = 0.60) → Class II. See docs/taxonomy_corrections.md.

PSI thresholds

PSI Tier gap interpretation
< 0.15 Stable cross-tier
0.15–0.25 Context-sensitive
0.25–0.35 Model-specific
> 0.35 Brittle
Negative Open-weight outperforms proprietary (P11 only)