Jian-Nan Li

RoboIRGBench: Benchmarking Implicit Referential Grounding in Vision-Language-Action Models

Vision-Language-Action (VLA) models have shown strong capabilities in robotic manipulation, yet existing benchmarks typically assume that task-relevant information is explicitly specified in the instruction. In practice, however, humans frequently refer to objects, quantities, and relations implicitly, requiring robots...