feedback-loop

7 notes carry this tag — 3 claims, 1 question, 3 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
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
Wang et al. 2024/2025's ten-generation iterated-retraining experiment shows political-bias amplification persists independently of model collapse

claim seedling Tier 1 2026-09-14 · bias-amplification, model-collapse, training-dynamics, iterated-retraining, political-bias
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
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
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