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  # Summary
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  **Apriel-1.5-15b-Thinker** is a multimodal reasoning model in ServiceNow’s Apriel SLM series which achieves competitive performance against models 10 times it's size. Apriel-1.5 is the second model in the reasoning series. It introduces enhanced textual reasoning capabilities and adds image reasoning support to the previous text model. It has undergone extensive continual pretraining across both text and image domains. In terms of post-training this model has **undergone text-SFT only**. Our research demonstrates that with a strong mid-training regimen, we are able to achive SOTA performance on text and image reasoning tasks without having any image SFT training or RL.
 
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+ **Click here to skip to the technical report** -> https://huggingface.co/ServiceNow-AI/Apriel-1.5-15b-Thinker/blob/main/Apriel-1.5-Thinker.pdf
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  # Summary
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  **Apriel-1.5-15b-Thinker** is a multimodal reasoning model in ServiceNow’s Apriel SLM series which achieves competitive performance against models 10 times it's size. Apriel-1.5 is the second model in the reasoning series. It introduces enhanced textual reasoning capabilities and adds image reasoning support to the previous text model. It has undergone extensive continual pretraining across both text and image domains. In terms of post-training this model has **undergone text-SFT only**. Our research demonstrates that with a strong mid-training regimen, we are able to achive SOTA performance on text and image reasoning tasks without having any image SFT training or RL.