The Fact & Gap Checker maps research findings to claims using four truth states: confirms (validates parametric recall against web evidence), contradicts (identifies hallucinations or outdated training data), new (uncovers live web facts absent from memory), and regrounds (attaches fresh source evidence to existing gap claims).
flowchart TD
A[Research Finding] --> B[Fact & Gap Checker]
B -->|Matches parametric claim| C[Confirmed]
B -->|Conflicts with parametric claim| D[Contradicted]
B -->|Absent from memory| E[New]
B -->|Matches known research gap| F[Regrounded]
C --> G["Status: 'correct'"]
D --> H["Status: 'incorrect'"]
E --> I["Status: 'gap' (New Claim)"]
F --> J["Status: 'gap' (Attach Sources)"]Referenced by