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Knowledge injection, reasoning supervision, and preference optimization can be combined to substantially improve semantic relevance judgment, outperforming even strong LLM baselines.
Training 3D Gaussian Splatting models on edge devices is now practical: this method slashes peak memory consumption by 80% without sacrificing visual quality.
