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Cogito v2.1 671B

Deep Cogito · 2025-11-19 · 671B parameters

Cogito v2.1 671B is Deep Cogito's open-weight, 671B-parameter Mixture-of-Experts instruction model, released on November 19, 2025. Built by post-training DeepSeek-V3-Base, it uses Iterated Distillation and Amplification (IDA) and process supervision over reasoning chains. It is a hybrid model that can answer directly or self-reflect, is optimized for coding, STEM, instruction following, general helpfulness, and tool calling, and supports a 128K-token context window while being trained in more than 30 languages.

Benchmark scores

BenchmarkScore
AA-LCR21.7
AA-LCR v1.122.7
AA-Omniscience Index-25.8
AIME 2025 (Artificial Analysis avg@10)72.7
Artificial Analysis Omniscience Accuracy30.2
Artificial Analysis Omniscience Hallucination Rate80.2
Artificial Analysis Openness Index38.9
Artificial Analysis Progress Index v1220
BuseyBench SVG3.1
Capability133.2
CritPt (avg@5)0.0
GPQA Diamond (Artificial Analysis avg@5)76.8
Humanity's Last Exam (Text-Only)12.0
IFBench (Artificial Analysis avg@5)46.3
LiveCodeBench (Artificial Analysis)68.8
MMLU Pro84.9
ObviousBench74.3
SciCode (Artificial Analysis avg@3)41.0
Terminal-Bench Hard16.7
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