SHOVIR is a benchmark extending MIMIC-CXR and PadChest-GR with per-box labels and occlusion tests to isolate direct and contextual vision shortcuts in VLMs for radiology report generation.
Chimera: Diag- nosing shortcut learning in visual-language understanding
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
years
2026 2verdicts
UNVERDICTED 2representative citing papers
Chartographer generates seed-controlled counterfactual charts from existing QA datasets to expose generalization failures in VLMs that single-chart benchmarks miss.
citing papers explorer
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SHOVIR: A Benchmark for Evaluating Vision Shortcut Learning in Radiology Report Generation
SHOVIR is a benchmark extending MIMIC-CXR and PadChest-GR with per-box labels and occlusion tests to isolate direct and contextual vision shortcuts in VLMs for radiology report generation.
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Chartographer: Counterfactual Chart Generation for Evaluating Vision-Language Models
Chartographer generates seed-controlled counterfactual charts from existing QA datasets to expose generalization failures in VLMs that single-chart benchmarks miss.