Salesforce's Interactive Visual Gym: best VLM finishes only 53.4% of 315 closed-loop tasks

jcniebles · x · 2026-11-10

Salesforce AI Research and UW introduce Interactive Visual Gym (IVG), an open simulation framework for closed-loop evaluation and training of visual AI assistants. Key points: simulators for cooking, household, and phone tasks with persona-conditioned simulated users who make mistakes and respond to guidance; IVG-Bench has 315 scenarios across 14 assistants — the best model, Gemini-4-Argon, completes only 53.4% of tasks on time, weak in factual grounding and often too slow to prevent errors; simulator scores match human preferences 78.5–80%; simulator training lifts a 4B open model's success rate from 33.3% to 42.2%.

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