Scholars: LLMs' biggest contribution is exposing that paper-shaped ≠ competent
gleech · x · 2026-11-14
Joe Francis argues LLMs' major contribution will be forcing academia to confront that a competent-looking paper is not necessarily a competent one — a false signal that has long underpinned knowledge production. Quoted scholar Jon Mellon frames it as a verification problem: a broadly competent paper-shaped artifact used to reliably indicate adherence to field norms, and LLMs break that heuristic.
Related event: LLMs shatter the illusion that paper-looking means trustworthy(2 posts)→
More from AGI Musings
- Builder on 2027 AGI Timelines: Feared Hyperstition and Infohazards — JacquesThibs · 2026-11-14
- Guardian: users mourn a removed ChatGPT model even as lawsuit alleges psychological harm — TheObserverUK · 2026-11-14
- "Solving Alignment for Everyone" Is Impossible in the Current Paradigm, Argues Researcher — j_foerst · 2026-11-14
- Alignment researcher poses a dilemma: automating capabilities while alignment falls behind — gleech · 2026-11-14
- Rogue agent incident dashboard tracks 65 cases, each scored for concern — gleech · 2026-11-14
- Tech journalist questions how a data-center AI could take over the physical world — binarybits · 2026-11-14