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Decoupled-Live-ProsodyJudge (D-LPJ), a cost-effective pairwise evaluator distilled from Gemini into Qwen3-Omni, and a novel span-local GRPO strategy that applies normalized advantages strictly to their corresponding rationale spans.
TLive-Omni achieves superior live-commerce understanding by seamlessly integrating multi-modal inputs and optimizing for real-time response quality.
Compact models can now adapt to changing environments without sacrificing performance, achieving a Live-Stream QA score that surpasses even the strongest general LLMs.
