Disclosure: this tutorial is written by the ScholarMuse team and includes our own tool. The diagrams are original teaching schematics, not product screenshots, live query results or a new benchmark.
A reference can look convincing and still be wrong. The title may belong to one paper, the DOI to another, and the year to neither. Before asking whether a model “hallucinated,” make a smaller, testable decision: does this citation identify the record I intend to cite?
This workflow separates three questions: whether a record exists, whether its bibliographic fields match, and whether the paper actually supports your sentence. Only the last question requires reading the evidence—and it cannot be answered by a green metadata badge.
1. Preserve the citation before repairing it
Copy the original reference into a checking sheet. Use separate columns for the supplied title, first author, year, journal and DOI, plus the source of the suggestion. Keep the original intact so you can explain what changed later.
Start with a small batch. Long paragraphs, merged references and broken line wraps make it harder to tell which DOI belongs to which title.
Citation checking: preserve, resolve, compare and read.
2. Resolve the DOI, then compare the fields
Remove a leading “doi:” or resolver prefix and open the identifier through doi.org. Follow the landing page to the publisher record. Compare the full title, author list, publication year and journal; check volume and pages or article number where relevant.
For a practice record, use the real review Deep learning, by LeCun, Bengio and Hinton, published in Nature in 2015. This is an identification exercise, not a new tool test. If a supplied reference attached another year or title to that DOI, a resolving link would not make the reference correct.
Online-first and issue publication dates can differ. Do not “fix” every year mismatch blindly: inspect the record and use the date required by your citation style.
3. Use a checker as a triage step
ScholarMuse Citation Checker accepts up to ten references per web run, one per line. It uses Crossref and OpenAlex to match identifiers or titles and compare available fields.
Treat Verified as “a bibliographic match was found,” not “this claim is established.” Needs Correction calls for a field-level review. Not Found should trigger another search using title fragments, author and year; coverage gaps, books, theses and incomplete metadata can all matter. Uncertain means the available match is insufficient—not permission to fill in missing details.
The checker is not a search of every scholarly database and does not establish research quality. Keep unresolved rows unresolved.
Citation outcomes: match, mismatch, not found and uncertain.
4. Open the paper before using its argument
A real paper may address a different population, method or outcome from the sentence you are writing. Locate the relevant passage and record a page, section or figure. If you only have the abstract, mark that limitation explicitly.
Also inspect publisher notices. A paper can remain findable after a correction or retraction. Bibliographic existence and current publication status are separate checks.
5. Keep a short audit trail
A reusable row needs:
- Original reference and corrected reference.
- DOI and publisher URL.
- Fields checked and discrepancies found.
- Publication-status check and date.
- The supported claim, source location and reviewer decision.
For a 20-reference draft, work through small batches and save decisions after each batch. Do not ask an AI to generate plausible identifiers for unresolved rows. The useful output is a traceable bibliography, including honest gaps—not a list in which every row appears verified.
Product details checked on 16 October 2026: the five free web lookup tools share five accepted runs per IP per day, without an account; an accepted run can count even when an upstream provider fails. Agent/MCP calls have separate account and credit rules. Limits may change; check the tool page. Do not submit confidential or unpublished material merely to try this workflow.
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