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Levels of Analysis for Large Language Models

arXiv:2503.13401v3 Announce Type: replace-cross Abstract: Modern artificial intelligence systems, such as large language models, are increasingly powerful but also increasingly hard to understand. Recognizing this problem as analogous to the historical difficulties in understanding the human mind, we argue that…

Architecting Trust in Artificial Epistemic Agents

arXiv:2603.02960v2 Announce Type: replace Abstract: Large language models increasingly function as epistemic agents — entities that can 1) autonomously pursue epistemic goals and 2) actively shape our shared knowledge environment. They curate the information we receive, often supplanting traditional search-based…

Compression is all you need: Modeling Mathematics

arXiv:2603.20396v1 Announce Type: new Abstract: Human mathematics (HM), the mathematics humans discover and value, is a vanishingly small subset of formal mathematics (FM), the totality of all valid deductions. We argue that HM is distinguished by its compressibility through hierarchically…