Concept-based abductive and contrastive explanations find minimal high-level concepts that causally determine vision model outcomes on individual images or groups sharing a specified behavior.
Shauli Ravfogel, Grusha Prasad, Tal Linzen, and Yoav Goldberg
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Latent planning ability in LLMs emerges and strengthens with scale, shown through internal features that represent future words and influence token choices on planning and rhyming tasks.
citing papers explorer
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Concept-Based Abductive and Contrastive Explanations for Behaviors of Vision Models
Concept-based abductive and contrastive explanations find minimal high-level concepts that causally determine vision model outcomes on individual images or groups sharing a specified behavior.
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Latent Planning Emerges with Scale
Latent planning ability in LLMs emerges and strengthens with scale, shown through internal features that represent future words and influence token choices on planning and rhyming tasks.