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Embodied navigation agents, already struggling, fall apart when faced with the kinds of messy, real-world sensor and instruction corruptions that NavTrust now exposes.
Forget massive models: small language models, paired with clever techniques, are now outperforming LLMs in agentic tasks while slashing costs by 10-100x.
