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MiniOpt achieves the highest solving accuracy for compact models while requiring significantly fewer training resources than traditional methods.
Ling-2.6 and Ring-2.6 achieve unprecedented efficiency in agentic intelligence, enabling instant responses and deep reasoning at trillion-parameter scale.
LLMs choke on long numerical sequences, but a simple separator token trick can boost accuracy by 35% and cut token costs by 16%鈥攚ithout any training.
