88 节点 2099 条边:模型做 36+59 的内部电路长这样

JacobHHilton · x · 2026-10-17

Jacob Hilton shares the detailed attribution graph a model produces when computing 36+59: 88 nodes and 2,099 edges, asking "Do I now understand how this model performs 36+59?"

Technical notes: he used an LLM to add text labels (hover-only in the original interface) so the graph is viewable as a plain image, and avoided the provided subgraph because it was produced via an ad-hoc manual process.

A vivid illustration of circuit-level interpretability output complexity — even trivial arithmetic expands into a near-hundred-node graph.

所属事件:ARC 研究员 Jacob Hilton 发起「可解释性是否已解决」大讨论(22 条相关)→

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