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Ling-2.6 and Ring-2.6 achieve unprecedented efficiency in agentic intelligence, enabling instant responses and deep reasoning at trillion-parameter scale.
Forget OCR: DocRetriever achieves state-of-the-art multimodal document retrieval by cleverly combining layout-aware sparse embeddings with a reasoning-augmented reranker.
Current image generation unlearning methods are surprisingly brittle: adversarial image prompts, optimized with attention-guided masking, can effectively resurrect supposedly "forgotten" concepts.