Author

Xuezhe Ma

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#computer vision Preprint Feb 2026

UReason: Benchmarking Reasoning-to-Generation Alignment in Unified Multimodal Models

UReason is introduced, a benchmark for evaluating reasoning-to-generation alignment in this paradigm, consisting of 2,000 human-curated and human-verified instances spanning five reasoning-intensive tasks: Code, Arithmetic, Spatial, Attribute, and Text, and it is found that decontextualized generation consistently outperforms reasoning-guided generation by a large margin.

Cheng Yang, Chufan Shi, Bo Shui et al. · 5 citations

Jul 2026

MIRROR: Learning from the Other View for Multi-Modal Reasoning

Modality-Informed Reciprocal Reasoning Optimization (MIRROR), a reinforcement learning approach for improving multimodal reasoning via self supervision, is developed and improves over standard RL and yields more accurate and consistent behavior across modalities.

Wen Ye, Yuxiao Qu, Aviral Kumar et al. · arXiv.org · 0 citations