Research
impact 16
Same Content, Different Answers: Cross-Modal Inconsistency in MLLMs
Same Content, Different Answers: Cross-Modal Inconsistency in MLLMs arXiv:2512.08923v2 Announce Type: replace Abstract: We introduce two new benchmarks REST and REST+ (Render-Equivalence Stress Tests) to enable systemat…
Why it matters
The timing matters: same is converging with shifts in content, which could amplify the downstream impact.