training-data-contamination

4 notes carry this tag — 1 claim, 1 question, 2 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
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