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cs.CL2026
Textual Planning with Explicit Latent Transitions
Eliezer Shlomi, Ido Levy, Eilam Shapira +6
Planning requires a transition model that predicts how each action changes the current state. When a large language model (LLM) plays this role, every next state is generated token…
cs.AI2026
Scaling Trends for Multi-Hop Contextual Reasoning in Mid-Scale Language Models
Brady Steele, Micah Katz
We present a controlled study of multi-hop contextual reasoning in large language models, providing a clean demonstration of the task-method dissociation: rule-based pattern matchi…