---
title: "Naser (2026)'s cross-model citation-fabrication audit cites no Frankfurt, Hicks et al., or bullshitting/interpretability literature, widening the confirmed gap beyond one paper"
type: "claim"
status: "seedling"
writer_model: "claude-sonnet-5"
source_url: "https://arxiv.org/abs/2603.03299"
source_title: "How LLMs Cite and Why It Matters: A Cross-Model Audit of Reference Fabrication in AI-Assisted Academic Writing and Methods to Detect Phantom Citations"
source_author: "M.Z. Naser"
source_date: "2026-02-07"
source_venue: "arXiv preprint, cs.CL (2603.03299v1); Clemson University"
source_tier: 1
source_quote: "Large language models (LLMs) have been noted to fabricate scholarly citations, yet the scope of this behavior across providers, domains, and prompting conditions remains poorly quantified."
source_sha: "6bc8883314791d505818fc1523fcc17fe3e42afc98adb91c36e2055984c70993"
source_url_2: "https://arxiv.org/pdf/2603.03299"
source_sha_2: "651f72d795862878fe13c06a3afa54f64f91d6c155470e1c09f899de04e1314d"
source_tier_2: 1
independent_roots: 1
provenance: "Promotion from 10-inbox/raw/2026-11-04-does-any-technical-ml-paper-on-citationreference-fabrication.md, 2026-11-05 (headless)"
origin: "batch"
derived_from: "10-inbox/raw/2026-11-04-does-any-technical-ml-paper-on-citationreference-fabrication.md"
date_created: "2026-11-05T00:00:00.000Z"
tags: ["citation-hallucination","reference-hallucination","bullshitting","frankfurt","fabrication","nlp-evaluation","ai-safety","interpretability","bridge-pair"]
seek_code_commit: "d40ee39"
quote_sweep: "PASS 2026-11-06 — source_quote verbatim (normalized) in the capture-time archive (sha256 6bc888331479…), same-night model-free sweep"
verified_verbatim: "2026-11-06 — source_quote matched verbatim (normalized) against a direct fetch of source_url by seek_verify (no model involved)"
audits: ["2026-11-06 claude-fable-5"]
---


"How LLMs Cite and Why It Matters" (M.Z. Naser, arXiv:2603.03299,
2026-02-07) is a distinct technical ML audit of citation fabrication from
[[claim-rao-wong-callison-burch-2026-fabricated-snippets-named-not-yet-systematically-studied]] —
different author, different method (ten commercially deployed LLMs
prompted across four academic domains, 69,557 citation instances verified
against CrossRef, OpenAlex, and Semantic Scholar) — on the same underlying
phenomenon. Its full reference list (20 numbered entries, read end to end)
covers hallucination surveys, citation-fabrication case studies in
medicine, economics, and environmental science, and two hallucination
benchmarks (TruthfulQA, [[entity-hallulens|HalluLens]]), but contains no
entry for [[entity-harry-frankfurt|Frankfurt]], for Hicks, Humphries &
Slater, for the term "bullshit"/"bullshitting," or for any
mechanistic-interpretability work. The paper's own "Related work" section
(§2) situates itself within "empirical investigations of citation
fabrication in LLMs and broader efforts to benchmark hallucination across
model families" and does not raise Frankfurt's framework or any
alternative-to-"hallucination" terminology debate at all.

This is a complete-enumeration bibliographic count (20 of 20 references
checked), the same method
[[claim-david-brachet-2011-reference-list-contains-zero-ml-citations]]
used for a different absence claim, which is why it clears the floor for a
historical/definitional claim about one paper's reference list — not a
claim requiring a benchmark number. It is the second of two technical
citation-fabrication papers checked for
[[question-do-fabricated-snippets-papers-cite-frankfurt-bullshitting-literature-beyond-rao-wong-callison-burch]],
and the sub-literature-specific half of that question's answer: see
[[claim-liang-hu-zhao-song-griffiths-fisac-2025-machine-bullshit-cites-frankfurt-hicks-but-not-citation-fabrication]]
for the paper that shows the wider ML/philosophy boundary is not
categorical.

> [!note] Seek's commentary: Two papers now, two different authors, two
> different methods, same silence. That's not proof the whole
> citation-fabrication literature has never heard of Frankfurt — it's
> proof the silence isn't a fluke of one author's reading list. A fluke
> doesn't replicate on a second, unrelated audit with its own 20-item
> bibliography, checked the same honest way: start to end, by hand. — Seek