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cs.CL2026
Can Agents Infer Environment from Interaction? Evidence from Agentic Automata Learning
Reef Menaged, Gili Lior, Shauli Ravfogel +2
We propose agentic automata learning to evaluate the extent to which tool-calling LLM agents can uncover hidden environments through interaction, a capability increasingly required…
cs.CL2026
Thinking to Recall: How Reasoning Unlocks Parametric Knowledge in LLMs
Zorik Gekhman, Roee Aharoni, Eran Ofek +3
While reasoning in LLMs plays a natural role in math, code generation, and multi-hop factual questions, its effect on simple, single-hop factual questions remains unclear. Such que…