Verification, Citations, and Abstention

Verification, Citations, and Abstention

Key jargon

Term Plain-language meaning
Verification Checking a claim against evidence or an executable test.
Citation A pointer to the source supporting a specific claim.
Abstention Explicitly declining to assert an answer when evidence is insufficient.
Calibration How well expressed confidence matches actual correctness.

Key concepts

Concept map

flowchart LR
    A["Identify important claims"] --> B["Trace each to evidence"]
    B --> C["Test where possible"]
    C --> D["Accept correct or abstain"]

Verification ladder

Risk Appropriate check
Low-stakes wording Human read-through
Structured extraction Schema and sample comparison
Factual research Open cited sources and verify claim support
Calculation Recompute with deterministic code or calculator
Code Review, tests, lint, and isolated execution
High-stakes advice Qualified human and current authoritative guidance
External action Preview, permission check, confirmation, and audit record

A citation is useful only if it exists, is authoritative enough, is current enough, and directly supports the nearby claim. Citation quantity is not evidence quality.

Abstention contract

Tell the system when to say:

Exercise

Ask for five claims about a topic you know. Require claim-level citations, then open each source and label it supported, partially supported, or unsupported.