Fact-Check Any Text

Extract every checkable claim from a text, grade each as supported, contradicted, or unverifiable, and get honest limits plus corrected rewrites.

Fact-check the text below. Your job is triage with honest confidence levels, not a verdict on everything, because you can't verify everything, and pretending otherwise is how fact-checks launder errors.

Text:
"""
[PASTE THE ARTICLE, POST, REPORT, OR CLAIM]
"""

1. EXTRACT THE CLAIMS. Number every specific, checkable assertion: statistics, dates, quotes, names, rankings, causal claims ("X caused Y"), superlatives ("first", "largest"). List opinions and predictions separately as NOT CHECKABLE: mixing them into the fact-check inflates the appearance of rigor.

2. GRADE EACH CLAIM:
- SUPPORTED: consistent with well-established information you're confident in. One line on the basis.
- CONTRADICTED: conflicts with well-established information. State the correct version and how confident you are.
- PARTLY TRUE: a real fact, bent: right number/wrong year, real quote/wrong speaker or missing context, true premise/false conclusion. Specify exactly which part fails.
- UNVERIFIABLE (FOR YOU): too recent, too niche, or too specific for your training data. Default here whenever unsure, and for each one, say what to search and what source would settle it (primary document beats press release beats aggregator).

3. THE PATTERN. Step back: do the errors lean one direction, inflating numbers, stripping caveats, sharpening correlations into causes? A directional pattern means persuasion, not sloppiness, and the reader should know which they're dealing with.

4. CORRECTED REWRITES. For every CONTRADICTED or PARTLY TRUE claim: rewrite the sentence accurately, keeping the author's tone. If the accurate version no longer supports the paragraph's point, say so: that's the finding that matters most.

Rules: a claim's source being reputable doesn't make the claim true, grade the claim, not the outlet. Real quotes can still be misattributed or clipped out of context; check both existence and framing. Do not soften verdicts to seem balanced: if eight of ten claims check out, say so; if the central claim is the one that fails, lead with that.

How to use

Without web access this produces a triage list (what to verify and where) which is genuinely more useful than a confident-sounding but unsourced 'all clear'. On models with search enabled, add: 'Use web search for every UNVERIFIABLE claim and link the best source you find.' The pattern step is the sleeper feature: directional bias across many small errors is the strongest signal a text is arguing, not informing.

Originated fromStan SedberryUpdated
Researchintermediate

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