2 papers
cs.AI2025
Does RLVR Extend Reasoning Boundaries? Investigating Capability Expansion in Vision-Language Models
Minghe Shen, Zhuo Zhi, Chonghan Liu +3
Recent studies posit that Reinforcement Learning with Verifiable Rewards (RLVR) primarily amplifies behaviors inherent to the pre-training distribution rather than inducing new cap…
cs.CV2025
MIRAGE: A Multi-modal Benchmark for Spatial Perception, Reasoning, and Intelligence
Chonghan Liu, Haoran Wang, Felix Henry +4
Spatial perception and reasoning are core components of human cognition, encompassing object recognition, spatial relational understanding, and dynamic reasoning. Despite progress…