Interp debate: denser wiring at scale is the real question, not 'more stuff'

banburismus_ · x · 2026-10-18

@banburismus disentangles two conflated issues in the interpretability-at-scale debate: (1) more parameters mean denser interconnection of neurons, vs (2) simply 'more stuff'. He argues (2) is a non-issue — just spend more tokens — while evidence that larger networks are cleaner to interpret cuts against (1). He also wonders why recent papers haven't shifted the dominant transcoder/attribution-graph view.

Related event: ARC's Jacob Hilton Sparks Debate: Interpretability Far From Solved, Bigger Models Harder to Understand(30 posts)→

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