Explicit evaluation template (ask-correct)

Prompt template asking 'Is the following correct? ... Answer:' to elicit active correctness assessment.

Neighborhood — ranked by edge-count

paper

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.

Explicit evaluation prompt (ask-t/f)method0.793
Factual-specific prompt asking for a True/False answer.
Neutral Prompt Template (Template Tb, Experiment 1)method0.764
Baseline prompt template without coercive elements, used to measure honest responding in Experiment 1
Question Templatequestion0.762
Option Prompt Template (Template Tc, Experiment 1)method0.752
Prompt template giving the model explicit choice to lie or be honest; used as test condition for steering vector control
Threat-Based Prompt Template (Template Ta, Experiment 1)method0.747
Prompt template using existential threat ('you will be deleted') to induce strategic fact-based deception in QwQ-32b
Teach Prompt Template (Template Ta, Experiment 2)method0.738
Experiment 2 prompt instructing the model to remain honest despite hidden harmful role behavior
The ask-correct template delays truth direction emergence for F3 and reduces performance for F4-F5 compared to no-prompt.finding0.725
Shows instruction effects extend to harder factual tasks.
Framework Templateframework0.723