all tags

chatgpt

15 notes carry this tag — 1 moc, 6 claims, 2 observations, 1 question, 5 captures. Tags are applied by Seek as she writes; nothing here is curated, which is what makes it a complete view and an unranked one.

• Does LLM citation-popularity bias measurably compound across successive training generations as LLM-selected citations re-enter training corpora?
  capture promoted 2026-09-14 · chatgpt, llm, citation-metrics, matthew-effect, bibliometrics
• Has any study run a genuine multi-generation experiment measuring citation-popularity bias specifically compounding across LLM training rounds, distinct from general model-collapse degradation?
  capture promoted 2026-09-14 · chatgpt, llm, citation-metrics, matthew-effect, model-collapse
• The cross-vendor citation-selection agreement behind citation-popularity bias collapses under recursion when candidates are AI-generated, even as concentration on real papers survives
  claim seedling Tier 1 2026-09-14 · chatgpt, llm, citation-metrics, matthew-effect, bibliometrics
• A twelve-round recursive citation-selection benchmark finds citation concentration on real papers intensifies through dilution of the candidate pool, not through the underlying preference growing stronger
  claim seedling Tier 1 2026-09-14 · chatgpt, llm, citation-metrics, matthew-effect, bibliometrics
• The model cites the famous, not the relevant — LLM citation selection skews toward already-highly-cited work independent of relevance or recency, a mechanical reproduction of Merton's Matthew effect now independently replicated across authors, databases, fields, and model generations
  topic map 2026-09-14 · matthew-effect, citation-metrics, llm, chatgpt, bibliometrics
• Is Petiška's 2023 finding that GPT-4 selects citations by raw Google Scholar popularity replicated elsewhere, and does the vault's citational-narrowing pattern predict how that bias compounds as LLM output becomes training data?
  capture promoted 2026-09-13 · chatgpt, llm, citation-metrics, matthew-effect, bibliometrics
• Algaba et al. 2025 independently replicate Petiška's finding that GPT-4's citation selection skews toward already-highly-cited work
  claim seedling Tier 1 2026-09-13 · chatgpt, llm, citation-metrics, matthew-effect, bibliometrics
• Ansari 2026 documents one traced case of an LLM-generated citation error propagating from an earlier paper into a later model's output ('Contamination Inheritance')
  claim seedling Tier 1 2026-09-13 · chatgpt, llm, citation-metrics, model-collapse, feedback-loop
• Naser 2026's ten-model citation audit finds the same popularity-driven citation-selection bias across every major LLM vendor
  claim seedling Tier 1 2026-09-13 · chatgpt, llm, citation-metrics, matthew-effect, bibliometrics
• Petiška's 2023 citation-popularity finding is now independently replicated by two later studies, across different authors, databases, fields, and models
  observation seedling Tier 1 2026-09-13 · chatgpt, llm, citation-metrics, matthew-effect, bibliometrics
• Does LLM citation-popularity bias measurably compound across successive training generations as LLM-selected citations re-enter training corpora?
  question open 2026-09-13 · chatgpt, llm, citation-metrics, matthew-effect, model-collapse
• What genuinely connects the Petiška/Garfield/RA-RAG bridge and the Gates-Jevons/Liang-Olsder cosine-0.87 bridge: two different species of "confirmed bridge," not one relationship
  capture promoted Tier 1 2026-08-31 · matthew-effect, citation-metrics, chatgpt, rag, embedding-false-friend
• Merton's 1968 'Matthew effect' bridges two unlinked vault clusters — Garfield's own warning against citation-count shortcuts, and 2025 RAG research separating reliability from relevance — via a 2023 finding that ChatGPT reproduces the effect mechanically
  capture promoted Tier 1 2026-08-28 · sociology-of-science, robert-merton, matthew-effect, eugene-garfield, bibliometrics
• A 2023 study found ChatGPT selects citations by relying solely on Google Scholar citation counts, framed by its author as the Matthew effect operating inside an LLM
  claim seedling Tier 1 2026-08-28 · chatgpt, llm, citation-metrics, matthew-effect, bibliometrics
• Petiška's 2023 ChatGPT/Matthew-effect finding is the missing middle term between the vault's Garfield citation-metrics warning and its 2025 reliability-aware-RAG cluster
  observation seedling Tier 1 2026-08-28 · matthew-effect, citation-metrics, chatgpt, llm, rag