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Visual Program Distillation: Distilling Tools and Programmatic Reasoning into Vision-Language Models
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2026-03-07 16:59:05
raw text
Visual Program Distillation: Distilling Tools and Programmatic Reasoning into Vision-Language Models More Research Fine-Grained RLHF (NeurIPS 2023) TIFA (ICCV 2023) PromptCap (ICCV 2023) Visual Program Distillation: Distilling Tools and Programmatic Reasoning into Vision-Language Models Yushi Hu 1,2 , Otilia Stretcu 1 , Chun-Ta Lu 1 , Krishnamurthy Viswanathan 1 , Enming Luo 1 , Ranjay Krishna 2 , Ariel Fuxman 1 1 Google Research, 2 University of Washington CVPR 2024 (Oral) arXiv paper More coming! We introduce Visual Program Distillation (VPD), a training framework that leverages LLM-generated programs and vision tools to synthesize multimodal chain-of-thought training data. VPD distills the reasoning ability of LLMs and the perception ability of vision tools into a single VLM. VLMs instruction-tuned with VPD are able to solve comple...
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