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Human raters overwhelmingly prefer JoyAI-VL-Interaction's real-time responsiveness over traditional video-call assistants, marking a significant leap in interactive AI capabilities.
CapRL++ redefines caption quality through utility, enabling models to produce high-fidelity descriptions without the constraints of traditional supervised fine-tuning.
By mimicking how humans use visual anchors, ChartVSR lets models iteratively correct their own visual perception errors, leading to more accurate chart parsing.
