A conference PDF returns 404. Before replacing its link, find out what failed: the server may be temporarily unavailable, the proceedings may have moved, or that particular file may be gone while another version survives. Each calls for a different edit. A quick substitution can quietly change the evidence behind an article.
That matters in an archive of speech recognition, computer vision, and related research. A mid-2000s project page might link to a paper, a demonstration recording, a dataset description, and a laboratory page. Those links do different jobs. A replacement may have the right paper title yet omit the figures or carry a different publication status, leaving a historical claim less well supported than it appears.
Start with the link’s job, not its error code
When a link checker flags a URL, record the page containing it, the anchor text, the destination, and the surrounding sentence. That sentence tells you what the reader was promised. “Proceedings paper” points to a particular published document; “audio examples” promises sound the reader can play or download; “project page” may offer background that a PDF cannot replace.
Keep a small review log instead of editing directly from a crawler’s report. Note the date checked, observed behavior, intended resource, evidence for a replacement, and your decision. You can then return to an uncertain case without repeating the investigation—and tell a newly broken destination from one that has been unstable for months.
Start with links that support claims, followed by those that help readers find a named primary source. A broken citation for a language-identification system’s evaluation deserves attention before an obsolete laboratory homepage mentioned only for context. Readership can help set the order of work, but traffic does not make a citation trustworthy.

Read the failure signal cautiously
A 404 often means a file is absent at that address. Other responses are less conclusive: a 403 may indicate restricted access, a 429 may mean the server is limiting automated requests, and a 500-series error may be temporary. Timeouts can stem from network conditions, old servers, or a checker making too many requests at once. A successful response is no guarantee, either. It might lead to the wrong document, a generic homepage, or a page with a broken PDF download.
For important links, check the destination in a normal browser. Follow redirects and inspect the final page, including its title and the document itself. If the failure looks temporary, try again later without repeatedly hitting a struggling server. Write down what happened: “PDF returned 404 on two dates” tells you more than “site dead.”
Confirm what the original destination represented
Before searching for a substitute, identify the cited item as closely as you can. The surrounding prose or bibliography may supply a paper’s title, authors, conference, year, page range, or filename. For a demonstration, establish whether the link led to a recording, an interactive tool, or an explanatory page. For a dataset, distinguish a description of the collection from access to the data.
Similar titles do not make research outputs interchangeable. A conference paper, later journal article, institutional manuscript, and slide deck may describe related work but report different experiments or claims. A later account of an early speech-technology system, for instance, might use a larger corpus or describe an improved version. If the article concerns what researchers presented at a particular meeting, a newer paper cannot silently replace the proceedings.
The old address may offer clues, but its path does not prove what the file contained. Directory names and filenames can mislead: a dated proceedings directory might have held a revised file, while a surviving mirror might use a different name altogether. Compare a candidate’s first page, author list, publication details, tables, and relevant passages with the claim in your article. If the original is unavailable, note that you could not make a direct comparison.
Search in a source-conscious order
- Check the same publisher or institution. A proceedings index, departmental archive, or researcher’s publication list may point to a moved copy. Make sure the linked file opens.
- Look for an identifiable copy of the same work. Match its title, authors, venue, year, and substantive content; do not rely on a search-result snippet.
- Consult a preserved snapshot when appropriate. An archived page can show what a project page said at a particular time, though its files and demonstrations may not have been captured.
- Use a related source only if you revise the text. When the exact item cannot be found, make the sentence say only what the available source supports.
A snapshot is especially useful when a project page’s original wording matters. It may also be incomplete. Archived HTML can display a download button leading to a missing file, or a media player whose audio was never preserved. Check the resource the reader needs, not just the page bearing its label.
Choose a repair that preserves the claim
Usually, the best repair is a verified new address for the same resource. If a publisher moved a proceedings PDF and the content matches, update the destination and leave accurate surrounding text alone. If the available copy is a manuscript version, say so when that distinction matters. If only a later account survives, check whether it supports the original claim; if it does not, narrow or remove the claim.
Review the anchor text too. “Conference video” should not quietly lead to a paper abstract, and “full dataset” should not lead to a description with no data access. The label should tell readers what they will actually find.
At times, it makes sense to name an unavailable resource without linking it. A paragraph could say that a demonstration recording accompanied a reported system and, if you can establish the fact, that the recording is no longer available. Do not imply you heard or assessed it during the review. If missing material is essential to a technical assertion and no dependable source remains, qualify or remove the assertion rather than link to an unrelated explanation.

Keep the source’s publication context visible
Dates and versions matter in technical history. A system in a 2005 workshop paper may differ from the one in a 2007 journal expansion. The year in your article should refer to the event or document under discussion, not the date on a convenient replacement file. A researcher’s current institutional page, likewise, may say nothing about where the work was done at the time.
Suppose an article says a stereo-reconstruction paper reported results on a named test set, but the proceedings URL fails. A departmental copy with the same title, authors, venue, and results table is a strong replacement candidate. A later survey mentioning the method provides background, not a substitute for the reported numbers. If the departmental copy lacks the relevant table, the numerical claim still needs verification.
Inspect links attached to images, quotations, and numerical results with particular care. Two versions can share an abstract but number their figures differently. The link is not fully repaired if the sentence still sends readers to “Figure 3” and the available copy places the result in Figure 4.
Separate link maintenance from article revision
Checking a broken link can uncover more than a bad URL: an overconfident description, a wrong date, or a citation that never supported its sentence. Fix those problems, but record them as editorial changes rather than burying them in a routine link update. A short change note can distinguish “destination moved” from “claim revised after checking a different edition.”
Set the effort according to the link’s role. A primary citation for a technical claim calls for careful verification. An old navigation link to a conference homepage may be removed if it adds little and no stable destination exists. Update a link to a researcher’s personal page only if the new page clearly belongs to the same person and serves the same purpose. Not every dead destination warrants a long search, but not every failure is trivial.
Internal links need a destination check as well, though the question is slightly different: does the page still explain what the anchor text promises? A renamed or substantially rewritten post can mislead even when its link works. A reference to mid-2000s academic speech-synthesis research beyond demonstrations should lead to that subject, not just any page mentioning speech synthesis.
Make the review repeatable
- Keep the original address in the review log. It may help identify a resource that reappears or moves again.
- Record the replacement and why it qualifies. “Same paper, matching venue and results table” is more useful than “found another PDF.”
- Reread the surrounding sentence. Check dates, version labels, figure references, and what the anchor text promises.
- Test the published page. Confirm that the saved link reaches the intended resource and that formatting has not broken it.
- Return to uncertain cases. Keep temporary server failures separate from confirmed removals so they do not prompt premature rewrites.
Automated checks find candidates for review; they cannot determine what a source means. They may miss links inside scripts, flag access-limited pages as broken, or accept redirects to irrelevant homepages. A small archive can be checked page by page. A larger one benefits from periodic scans followed by human review of important references. In either case, the log preserves the reasoning behind a questionable replacement.
For one flagged proceedings citation, an entry could read: “Checked 12 March: original PDF returns 404; proceedings index remains online; institutional copy matches title, authors, year, and cited table; updated article link to that copy; verified published page.” It is brief enough to keep up and specific enough to explain the edit next time the citation is checked.
