concept
active
concept:zooming-in-scientific-methodologyZooming In (scientific methodology)
The metaphor for a qualitative shift in scientific inquiry to finer-grained detail, analogous to the microscope's role in cellular biology
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concept
- Neural Network Interpretabilityassociated_withThe field aimed at understanding what neural networks have learned; characterized as pre-paradigmatic in this paper
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- MicrographiacitesHooke's landmark illustrated microscopy work that catalyzed cellular biology; used as historical analogy for qualitative discovery
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cosine ≥ 0.65 · no typed edgeEntities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.
- The dominant scientific paradigm Alexander seeks to supplement: observation of limited machine-like events from an external, self-excluded standpoint
- Bowtie analogy extended to science communication.
- Core framework under investigation: systematic cycles of self-referential cognitive inspection in AI systems for introspection and consciousness assessment.
- Optimization technique that computes weight changes by following the gradient of an error function; contrasted with evolutionary stochastic search.
- Top-down interpretability approach studying linguistic properties at various residual stream stages; contrasted with the paper's bottom-up mechanistic approach
- Key methodological claim: MM probes are both competitive in accuracy and superior in causal influence
- System for organizing work by separating conception from execution, deskilling labor, and rigidly codifying tasks to maximize efficiency.