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This work develops a conception of understanding fit for polyphonic AI that centres on sound circuitry that is reliably and correctly recruited and in control of outputs, and can do the work of guiding trust in AI.
SciR is the first multi-paradigm scientific-reasoning benchmark with parametric control on both extraction and inference difficulty, and is believed to be the first multi-paradigm scientific-reasoning benchmark with parametric control on both extraction and inference difficulty.
TaxiGPT, a transformer trained on random walks through Manhattan whose failures have been interpreted as evidence of an incoherent internal map, is demonstrated, through mechanistic analysis and causal interventions, that the model represents intersections and streets, tracks its position, and uses a goal compass to na...
This paper argues that factual recall points to something broader: a general kind of operation in deep learning models, which is called feature recall, and defines it, shows it applies across architectures, and contrasts it with the established paradigm of feature combination.
This work argues for the virtual instance view on the grounds that attention streams sustain quasi-psychological connections across token-time, and presents the persona literature, organised around three hypotheses about the internal structure underlying personas in LLMs, and shows that the two persona-based views are...
The resulting framework explains both the appeal and the limits of compressionist accounts of understanding while shedding light on the inscrutability of AI systems.
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