2 papers
cs.CL2026
Hear2Act: Benchmarking When Prosody Should Change What an Assistant Does
Xinyi Liu, Hooshang Nayyeri, Dilek Hakkani-Tur +5
Prosodic cues can carry task-relevant information that words omit, but existing benchmarks rarely test whether it changes downstream decisions. We introduce Hear2Act, a 480-scenari…
cs.CL2026
ReRef-3D: A Benchmark for Spatial Referring Expression-Guided 3D Object Placement
Mary Lynn Martin, Yifei Zhang, Martha Palmer +1
We introduce ReRef-3D, a benchmark for language-guided single-object placement in controlled 3D tabletop scenes. It contains 33,826 instructions across 998 CLEVR-derived scenes, sp…