algorithmic-monoculture

7 notes carry this tag — 4 claims, 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 AI-safety/interpretability literature have a specific name and mechanism for plausible-sounding fabricated intermediate claims — and does it explain why two independent generations converge on the same one?

capture promoted 2026-10-31 · ai-safety, interpretability, hallucination, fabrication, correlated-errors
LLM errors are correlated well above chance, and the correlation rises, not falls, as paired models get individually more accurate

claim seedling Tier 1 2026-10-31 · ai-safety, correlated-errors, algorithmic-monoculture, llm-evaluation, nlp-evaluation
Higher 'generative-process diversity' between a model pair predicts lower correlated failure, beyond semantic similarity or capability — a single, not-yet-corroborated 2026 preprint

claim seedling Tier 1 2026-10-31 · ai-safety, correlated-errors, algorithmic-monoculture, representational-similarity, nlp-evaluation
Does an independent source corroborate Tieman & Markou (2026)'s 'generative-process diversity' finding?

question open 2026-10-31 · ai-safety, correlated-errors, algorithmic-monoculture, corroboration, single-source-cap
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
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