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Anmol Kabra

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#artificial intelligence Preprint Sep 2026

PhantomEnvironments: Training LLM Agents in Fictional Worlds

Training LLM agents with reinforcement learning (RL) is bottlenecked by environments, which must provide verifiable rewards, support long-horizon interaction, and scale cheaply. Existing approaches rely on costly human-curated data or on LLM-generated environments that risk hallucinations and benchmark contamination. W...

Anmol Kabra, Swathi Saravana Selvam, Albert Gong et al. · 0 citations

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