CoRL Spotlight Meta-Ctrl predicts robot plan failures, Llama 3 8B beats GPT-5.5 on VirtualHome

guyvdb · x · 2026-11-11

Meta-Ctrl, a CoRL 2026 Spotlight paper, predicts robot plan failures before the LLM task planner writes them, using exact inference with no sampling.

Notably, Llama 3 8B outperforms GPT-5.5 and Claude Opus 4.8 on the VirtualHome benchmark, showing a small model with the right method can beat larger frontier models on this task. Talk at 8:30 am, Poster #104, 10:30–12.

Related event: Meta-Ctrl Predicts Robot Plan Failures, Beating GPT-5.5(2 posts)→

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