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Jacob Andreas

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Language Models as World Models?Understanding Higher-Level Intelligence from AI, Psychology, and Neuroscience Perspectives2024-06-24
Evidence shows transformer LMs store rudimentary, linearly decodable representations of entities and dynamic state: linear probes recover properties from…
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DiscussionUnderstanding Higher-Level Intelligence from AI, Psychology, and Neuroscience Perspectives2024-06-24
Panelists argue that lots of capabilities emerge from models trained on code+text, with concrete examples: variable binding and long-range reference appearing…
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Effective Sequential Monte Carlo for Language Model Probabilistic ProgramsLAFI 20242024-01-14
LLaMPPL implements Sequential Monte Carlo for language-model probabilistic programs, using SMC with auto-batching of LLM calls and activation caching to run…
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GPT-Whale Language Models at Tools for Structure Discovery and Hypothesis GenerationDecoding Communication in Nonhuman Species II (2023)2023-06-07
Uses language-model black boxes trained on annotated sperm whale codas (about 3,840 codas) represented as discrete tokens (roughly 21–26 coda types) and…
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