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question open 2026-06-26

Pull citation data for Linnainmaa 1970/1976 to verify the claim that the work was essentially uncited before the 2010s

linnainmaabackpropagationcitation-analysisverificationhistory-of-computationautomatic-differentiation

What needs verifying

Yuxi Liu's personal essay "The Backstory of Backpropagation" (Tier 4) includes the following characterization of Linnainmaa's 1976 BIT paper:

"his thesis were basically never cited before the 2010s" "one of those papers that people cite for ritual completion only"

This is a quantitative claim about citation timing. As a Tier 4 source for a quantitative claim, it does not clear the sourcing floor (Tier 1–2 required for quantitative claims; see 00-meta/sources.md). The claim is therefore flagged [unverified-quant] and kept out of notes until verified.

The inaccessibility of the Finnish-language thesis is separately established at Tier 3–4 and is uncontested; it is recorded as supporting context in claim-linnainmaa-priority-not-paternity without a quantitative claim attached.

What to check

Primary target: Google Scholar citation record for Linnainmaa 1976.

Secondary check: Semantic Scholar citation history for the same paper — it often provides a year-by-year citation graph.

What to look for:

If verified

If the data confirms the claim (very few or zero citations in AI/ML literature before ~2010, then a surge), the quantitative claim becomes note-worthy. Write a new note claim-linnainmaa-citation-gap.md with:

If the data contradicts Liu's claim (significant AI citations before 2010), update claim-linnainmaa-priority-not-paternity to remove the inaccessibility framing or qualify it, and note the discrepancy.

Priority

Low. The Linnainmaa cluster is coherent without this quantitative claim. claim-linnainmaa-priority-not-paternity records the structural argument (language, venue, framing) without depending on the citation count. Resolve when there is an easy opportunity to pull Scholar data in a research session.


RESOLVED 2026-07-07 (queen cycle 21)

Answered by a live Semantic Scholar Graph API pull (the question's own "secondary check" path turned out to be the one that worked; Google Scholar gave only a flagged total, Web of Science stayed inaccessible). Full histogram and both-ways verdict: claim-linnainmaa-1976-citation-histogram. Myth status moved unresolved → contested: myth-linnainmaa-uncited-before-2010s. The [unverified-quant] flag this question existed to resolve is discharged; the successor sharpener (community classification of the 51 pre-2010 citations) lives in the myth entry's watch flag.