DocVAL transfers spatial reasoning via validated CoT distillation from large teachers to compact student VLMs, delivering up to 6-7 ANLS gains and strong mAP localization on document VQA benchmarks.
A pretrainer’s guide to training data: Measuring the effects of data age, domain coverage, quality, & toxicity
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DocVAL: Validated Chain-of-Thought Distillation for Grounded Document VQA
DocVAL transfers spatial reasoning via validated CoT distillation from large teachers to compact student VLMs, delivering up to 6-7 ANLS gains and strong mAP localization on document VQA benchmarks.