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Ariel Goldstein

2 papers in the library · publishing 2024-2025

Papers

High-level Prediction of Continuous Speech During Mind-Wandering

bioRxiv Preprint Server August 29, 2025 Gal R. Chen, Rachel Finkelstein, Ariel Goldstein et al. preprint

Even when people's minds wander while listening to an audiobook, their brains continue to predict upcoming words. In 25 participants listening to over 12,000 words of an audiobook, mind-wandering reduced early brain responses to word onsets and altered EEG spectral patterns, but neural markers of word-level surprise and semantic content remained intact. The brain's encoding of predictive context persisted during mind-wandering, though weaker than during attentive listening. This suggests that the brain predicts and monitors speech even when subjective experience is dimmed, indicating that shared computational mechanisms with language models are insufficient for conscious experience of meaning.

Do Zombies Understand? A Choose-Your-Own-Adventure Exploration of Machine Cognition

arXiv Preprint Archive March 1, 2024 Ariel Goldstein, Gabriel Stanovsky

Large language models' capacity for understanding text is debated because opponents hold different definitions of understanding, particularly regarding the role of consciousness. A thought experiment involving an open-source chatbot that excels on all benchmarks yet lacks subjective experience shows that different schools of AI research answer the question of its understanding differently, revealing terminological disagreement. The paper proposes two working definitions for understanding that explicitly address consciousness, connecting to philosophy, psychology, and neuroscience literature.