New benchmark DRBench and four-stage supervision framework DRScaffold improve dense-scene reasoning in lightweight VLMs, with a 3B model surpassing a frozen 32B model on the benchmark while maintaining general performance.
Cdh-bench: A commonsense- driven hallucination benchmark for evaluating visual fidelity in vision-language models.arXiv preprint arXiv:2603.27982, 2026
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DRScaffold: Boosting Dense-Scene Reasoning in Lightweight Vision Language Models
New benchmark DRBench and four-stage supervision framework DRScaffold improve dense-scene reasoning in lightweight VLMs, with a 3B model surpassing a frozen 32B model on the benchmark while maintaining general performance.