UESF-Bench: A Benchmark for Unified Embodied Seeking and Following

Jul 16, 2026

Researchers have introduced UESF-Bench, a large-scale benchmark designed for embodied agents that must first locate a language-described person and then follow them in dynamic environments. They also present SeekFollow-VLA, a vision-language-action framework that demonstrates improved performance over existing baselines in both single- and multi-person scenarios.

Why it matters: UESF-Bench enables more realistic evaluation of embodied agents by combining search and follow tasks, which is important for advancing applications such as assistive robotics.

Full story at: arXiv AI/ML ↗