A co-evolutionary model of lexical meanings and composition under simplicity and accuracy pressures shows conservativity in quantifiers emerges as an efficient abstraction on the Pareto frontier.
and Tenenbaum, Joshua B
2 Pith papers cite this work. Polarity classification is still indexing.
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cs.CL 2years
2026 2verdicts
UNVERDICTED 2representative citing papers
LLMs perform in-context learning as trajectories through a structured low-dimensional conceptual belief space, with the structure visible in both behavior and internal representations and causally manipulable via interventions.
citing papers explorer
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Compositionality and the lexicon in evolutionary semantics
A co-evolutionary model of lexical meanings and composition under simplicity and accuracy pressures shows conservativity in quantifiers emerges as an efficient abstraction on the Pareto frontier.
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Stories in Space: In-Context Learning Trajectories in Conceptual Belief Space
LLMs perform in-context learning as trajectories through a structured low-dimensional conceptual belief space, with the structure visible in both behavior and internal representations and causally manipulable via interventions.