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LESSON 4 OF 7 · AI & information literacy
DIGITAL LITERACY · 4 MIN READ

Grounded summaries: build a claim ledger instead of trusting citations

Check whether each statement is supported, contradicted, or absent from its cited evidence.

Learning lesson · Reviewed October 2, 2026. Allow additional time for the practice. Prerequisite: Write an AI task brief. No AI subscription is required; all exercise evidence is supplied.

What you will learn
  • Break a generated sentence into independently checkable claims.
  • Distinguish support, contradiction, and missing evidence.
  • Revise a summary while preserving scope and uncertainty.

A citation can be real while the sentence next to it is unsupported. The useful question is whether the cited passage establishes the exact claim. A claim ledger pairs each statement with its evidence, status, and required revision. This continues the earlier source-checking lesson with a repeatable worksheet for reviewing AI-assisted text.

Use a controlled evidence packet

The following documents are fictional. Source A says: “Cedar 2.1 adds CSV export for workspace administrators only. Archived records are excluded. No rollout date is stated.” Source B says: “In a pilot involving 12 workspaces, eight administrators completed an export task without assistance. The pilot did not include standard members.” These are teaching passages, not product announcements or research findings.

Now review this deliberately flawed summary: “Cedar exports every record for all users, and its pilot proved that two-thirds of customers find it easy.” One fluent sentence contains several separate claims. Evaluating it as a whole would conceal which parts need repair.

ClaimEvidenceStatusRevision
Every record can be exportedA excludes archived recordsContradictedState the exclusion
All users can exportA names administratorsContradicted by the stated role restrictionKeep administrator scope
Eight of twelve completed unaidedB states this countSupportedPreserve the sample and task
Two-thirds of customers find it easyB did not measure all customers or general easeUnsupportedReport task completion in the pilot only
The feature launches todayA has no dateNot establishedMark rollout date unknown

Preserve the denominator and the measured outcome

In this fictional pilot, 8 / 12 is approximately 66.7%. The arithmetic is valid, but the meaning must travel with it: administrators completing a specified task in 12 pilot workspaces. The number does not become a satisfaction rating, a customer-wide success rate, or proof of ease in every context. A correct calculation can support an incorrect headline when the population or outcome changes.

Sentence
Separate claims
Source
Locate passage
Status
Supported or gap
Revision
Restore scope
A source link is a starting point. The passage and claim must match in meaning.

Write a summary that the packet actually supports

A corrected illustrative summary is: “Cedar 2.1 adds CSV export for workspace administrators and excludes archived records. In a fictional 12-workspace pilot, eight administrators completed the export task without assistance. The packet gives no rollout date and no evidence about standard members or overall customer satisfaction.”

This version separates the feature description from the pilot observation. It also makes the missing evidence visible. “Not established” does not mean “false”: a missing rollout date in this packet cannot prove that the feature has no rollout plan. It means this packet does not answer the question.

Apply the ledger to real research

For a real claim, record the original URL, document title, publication or update date, and the relevant section. Check that the page is current for the question and that a repost has not changed the scope. A primary product document establishes what its publisher says; it may not independently establish performance in your environment.

NIST's generative-AI profile describes confidently presented false content as confabulation and recommends checking sources and citations in generated outputs. Our ledger is a small original exercise for applying that verification habit. It does not certify a model or substitute for expert review of a specialized claim.

Practice: distinguish an absence from a contradiction

Classify these two claims using the packet: “Archived records are exported” and “The pilot measured task completion time.” For each, write the minimum correction that avoids adding new facts.

Show the worked solution

The first claim is contradicted: Source A explicitly excludes archived records. Correct it to “Archived records are excluded.” The second is not established: Source B reports completion without assistance but supplies no timing measurement. Write “The packet does not report completion time,” rather than claiming no one measured time anywhere.

Before moving on

Your ledger should let another reader find the evidence and reproduce your status decision. The next lesson adds an input review: even useful evidence can contain sensitive information or instructions that should not control the task.

Sources and further reading

Official sources checked October 2, 2026. Examples, exercises, and rubrics are original Noetrion teaching material; fictional datasets are identified below.

Check your understanding

A supplied document contains no rollout date. What can you conclude?

Choose one answer