license: mit pipeline tag: text generation library name: transformers 🤗 Hugging Face 🤖 ModelScope 🐙 Experience Now Introduction Ling 1T is the first flagship non thinking model in the Ling 2.0 series, featuring 1 trillion total parameters with ≈ 50 billion active parameters per token . Built on the Ling 2.0 architecture, Ling 1T is designed to push the limits of efficient reasoning and scalable cognition . Pre trained on 20 trillion+ high quality, reasoning dense tokens , Ling 1T base supports up to 128K context length and adopts an evolutionary chain of thought (Evo CoT) process across mid training and post training. This curriculum greatly enhances the model’s efficiency and reasoning depth, allowing Ling 1T to achieve state of the art performance on multiple complex reasoning benchmarks—balancing accuracy and efficiency . Flagship Level Efficient Reasoning We comprehensively evaluated Ling 1T against leading flagship models, including both open source giants (e.g., DeepSeek V3.1 Terminus , Kimi K2 Instruct 0905 ) and closed source APIs ( GPT 5 main , Gemini 2.5 Pro ). Across code generation, software development, competition l…
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