Author

Binbin Liang

2 papers indexed here

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

Preprint Sep 2026

Benchmarking MLLMs via Cognitive Expected Scene Graph for Safety-Critical Visual Negation Understanding

True machine intelligence requires transcending passive pixel registration to master top-down functional reasoning over absent information via visual negation understanding. However, unconstrained visual negation paradigms remain overly open-ended, and pervasive affirmation bias causes both existing Multi-Modal Large L...

Zhi-Yun Jiang, Han-Yong Wang, Binbin Liang et al. · 0 citations

#natural language process... Preprint Sep 2026

Combining Hierarchical Cognitive Process with Process Supervision for Interpretable Scene Safety Understanding

This work constructs a hierarchical cognitive safety structure, which motivates the development of a novel, high-quality scene safety understanding dataset based on multi-step reasoning with process labels, and introduces a modular and flexible process supervision framework that reflects the hierarchical nature of huma...

Zhi-Yun Jiang, Han-Yong Wang, Binbin Liang et al. · 0 citations