DeepScaleR vs. Minerva Comparison


DeepScaleR Agentica Project	Minerva Minerva Knows	+	+
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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.	About Minerva empowers you to effortlessly create clickable instructions for anything online. Any time you have to communicate a set of steps, without physically standing next to someone, you can use Minerva! The tool is free. For additional paid features (e.g. analytics, collaborative editing), we're excited to offer additional support. Minerva is an interactive “how-to” guide. Our guide shows you where to click, and what to do next so you can spend less time googling and more time doing. Our mission is to make it easy for anyone to do anything online, especially you. We show you where to click, and what to do next. Download our extension today! We are making process knowledge and expertise instantly accessible wherever you need it, right as you need it. Minerva Pro enables you to make private recipes, create teams, and view analytics at the individual, team and recipe level.
Platforms Supported Windows Mac Linux Cloud On-Premises iPhone iPad Android Chromebook	Platforms Supported Windows Mac Linux Cloud On-Premises iPhone iPad Android Chromebook
Audience Researchers, students, and developers interested in an AI model capable of mathematical reasoning and logic tasks without requiring heavy hardware	Audience Companies and individuals looking for a software solution to create clickable instructions and guides for anything online
Support Phone Support 24/7 Live Support Online	Support Phone Support 24/7 Live Support Online
API Offers API	API Offers API
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing Free Free Version Free Trial	Pricing No information available. Free Version Free Trial
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Webinars Live Online In Person	Training Documentation Webinars Live Online In Person
Company Information Agentica Project Founded: 2025 United States agentica-project.com	Company Information Minerva Knows United States www.minervaknows.com
Alternatives DeepCoder Agentica Project	Alternatives Minerva Wallet
Phi-4-reasoning-plus Microsoft	Accrete Minerva Accrete
Phi-4-mini-reasoning Microsoft	Haystack
Phi-4-reasoning Microsoft	MphRx Minerva MphRx
DeepSeekMath DeepSeek View All	Product Fruits View All
Categories AI Models Large Language Models	Categories Business Process Management Collaboration Course Authoring Customer Experience Customer Success Digital Adoption Platforms Digital Workplace Forms Automation Internal Communications Learning Experience Platforms Onboarding Social Networking Team Communication Training UX Website Builder

Integrations CDG Elements Multi-Domain Security Management WatchTower Security Management App	Integrations CDG Elements Multi-Domain Security Management WatchTower Security Management App View All 3 Integrations
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