The SAGE v1 Preview LLMs are instruction tuned generative models (text in/text out). All models are released under an open license for commercial use.

• SAGE models are hybrid reasoning models. Each model can answer directly (standard LLM), or self-reflect before answering (like reasoning models).
• The LLMs are trained using Iterated Distillation and Amplification (IDA) combined with our proprietary inverse reasoning head - SAGEA’s core innovation for enhanced logical inference and problem decomposition.
• The models have been optimized for coding, STEM reasoning, instruction following and general helpfulness, and have significantly higher mathematical reasoning, code generation and multi-step analysis capabilities than size equivalent counterparts.
• In both standard and reasoning modes, SAGE v1-preview models outperform their size equivalent counterparts on common industry benchmarks.
• Each model is trained with enhanced reasoning capabilities and supports advanced problem-solving workflows.

Sizes

3B

ollama run comethrusws/sage-reasoning:3b

8B

ollama run comethrusws/sage-reasoning:8b

14B

ollama run comethrusws/sage-reasoning:14b

Benchmarks

3B and 8B

14B

Livebench Global Average

Tool Calling