Scenario-Based Corpus Construction

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

• Pattern Language Construction Processmethod0.727
  The process of creating artificial pattern languages: iterating lists of centers, testing them as wholes, improving until the living whole reveals itself
• Internet-scale Training Corpusconcept0.725
  The large corpus of human-generated text on which LLMs are trained, which provisions character archetypes and narrative structures
• The constructed Big Five corpus is substantially facet-consistent and context-grounded, well suited for studying fine-grained personality controlclaim0.715
  Author's quality assessment of the newly released dataset based on classifier and human validation results
• Universe Context for Synthetic Document Generationconcept0.711
  Comprehensive fictional background provided at each stage of synthetic document generation pipeline for consistency
• Persona Constructionconcept0.707
  The process of building a coherent model persona from character archetypes and traits during training
• Embedding-based Construct Logistic Classifiermethod0.695
  Logistic regressor on Qwen3Embedding-0.6B embeddings trained on construct statements; used to measure construct presence in alpha sweeps
• Perspectives Scenariomethod0.695
  Evaluation scenario testing whether models can still distinguish themselves from Bob after SOO fine-tuning
• Threat-Based Prompt Template (Template Ta, Experiment 1)method0.684
  Prompt template using existential threat ('you will be deleted') to induce strategic fact-based deception in QwQ-32b