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VAREX (VARied-schema EXtraction) is a benchmark for evaluating multimodal foundation models on structured data extraction from government forms. It comprises **1,777 documents** with **1,771 unique schemas** across three structural categories, each provided in four input modalities. Ground truth is deterministic — generated via a Reverse Annotation pipeline that programmatically fills PDF templates with synthetic values, validated through three-phase quality assurance achieving ~98.5% field-level accuracy.
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**Paper:** [arXiv:2603.15118](https://arxiv.org/abs/2603.15118)
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**Evaluation code & scoring:** [github.com/udibarzi/varex-bench](https://github.com/udibarzi/varex-bench)
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## Quick Start
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VAREX (VARied-schema EXtraction) is a benchmark for evaluating multimodal foundation models on structured data extraction from government forms. It comprises **1,777 documents** with **1,771 unique schemas** across three structural categories, each provided in four input modalities. Ground truth is deterministic — generated via a Reverse Annotation pipeline that programmatically fills PDF templates with synthetic values, validated through three-phase quality assurance achieving ~98.5% field-level accuracy.
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**Paper:** [arXiv:2603.15118](https://arxiv.org/abs/2603.15118)
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**Evaluation code & scoring:** [github.com/udibarzi/varex-bench](https://github.com/udibarzi/varex-bench)
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## Quick Start
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