DeepScaleRAgentica Project
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MathML KitScand
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Related Products
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About
DeepScaleR is a 1.5-billion-parameter language model fine-tuned from DeepSeek-R1-Distilled-Qwen-1.5B using distributed reinforcement learning and a novel iterative context-lengthening strategy that gradually increases its context window from 8K to 24K tokens during training. It was trained on ~40,000 carefully curated mathematical problems drawn from competition-level datasets like AIME (1984–2023), AMC (pre-2023), Omni-MATH, and STILL. DeepScaleR achieves 43.1% accuracy on AIME 2024, a roughly 14.3 percentage point boost over the base model, and surpasses the performance of the proprietary O1-Preview model despite its much smaller size. It also posts strong results on a suite of math benchmarks (e.g., MATH-500, AMC 2023, Minerva Math, OlympiadBench), demonstrating that small, efficient models tuned with RL can match or exceed larger baselines on reasoning tasks.
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About
MathML Kit provides a native placement of MathML files without any extra conversions. It supports importing math equations to Adobe InDesign CC Server, Adobe InDesign and Adobe InCopy in the MathML format.
While major browsers support such format, when it comes to printing — MathML equations should be rather converted into a vector (EPS or PDF) or raster formats. The result of such formatting is that images are losing quality and are no longer maintainable. Our solution provides you with an ability to place MathML formulas into the InDesign documents manually or in an automated way and get excellent HQ print output.
We support the following Adobe products: Adobe InDesign support, CS6 - CC2018. Adobe InDesign Server support, CS6 - CC2018. Adobe InCopy support, CS6- CC2018. MathML 2.0 presentation extended support. MathML 2.0 content basic support. MathML 3.0 basic support.
The solution is not aimed at editing but is mostly for high-quality printing. Customization by request.
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Platforms Supported
Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook
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Platforms Supported
Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook
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Audience
Researchers, students, and developers interested in an AI model capable of mathematical reasoning and logic tasks without requiring heavy hardware
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Audience
Designers, Publishers
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Support
Phone Support
24/7 Live Support
Online
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Support
Phone Support
24/7 Live Support
Online
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API
Offers API
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API
Offers API
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Screenshots and Videos |
Screenshots and Videos |
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Pricing
Free
Free Version
Free Trial
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Pricing
$199 one-time payment per user
Free Version
Free Trial
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Reviews/
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Reviews/
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Training
Documentation
Webinars
Live Online
In Person
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Training
Documentation
Webinars
Live Online
In Person
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Company InformationAgentica Project
Founded: 2025
United States
agentica-project.com
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Company InformationScand
Belarus
scand.com/products/mathml-kit/
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Categories |
Categories |
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Integrations
Adobe Creative Cloud
Adobe InDesign
BlueGriffon
MathJax
WordPad
pdfChip
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Integrations
Adobe Creative Cloud
Adobe InDesign
BlueGriffon
MathJax
WordPad
pdfChip
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