QwenSafe adapts Qwen3-VL-8B via SFT and DPO on a metadata2CRD synthesis pipeline to classify 12 Apple CRDs, reporting large gains in positive-class recall over Qwen3-VL, LLaVA-1.6, and Gemini-2.5-Flash.
ecfr.gov/current/title-16/chapter-I/subchapter-C/part-312
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QwenSafe: Multimodal Content Rating Description Identification via Preference-Aligned VLMs
QwenSafe adapts Qwen3-VL-8B via SFT and DPO on a metadata2CRD synthesis pipeline to classify 12 Apple CRDs, reporting large gains in positive-class recall over Qwen3-VL, LLaVA-1.6, and Gemini-2.5-Flash.