DeepScaleR vs. DeepSeek R1 Comparison


DeepScaleR Agentica Project	DeepSeek R1 DeepSeek	+	+
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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 DeepSeek-R1 is an advanced open-source reasoning model developed by DeepSeek, designed to rival OpenAI's Model o1. Accessible via web, app, and API, it excels in complex tasks such as mathematics and coding, demonstrating superior performance on benchmarks like the American Invitational Mathematics Examination (AIME) and MATH. DeepSeek-R1 employs a mixture of experts (MoE) architecture with 671 billion total parameters, activating 37 billion parameters per token, enabling efficient and accurate reasoning capabilities. This model is part of DeepSeek's commitment to advancing artificial general intelligence (AGI) through open-source innovation.
Platforms Supported Windows Supported Mac Supported Linux Supported Cloud Not Supported On-Premises Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Supported Mac Supported Linux Supported Cloud Supported On-Premises Supported iPhone Supported iPad Supported Android Supported Chromebook Supported
Audience Researchers, students, and developers interested in an AI model capable of mathematical reasoning and logic tasks without requiring heavy hardware	Audience Researchers, developers, and organizations seeking advanced, open-source reasoning models for complex tasks like mathematics, programming, and AI-driven problem-solving
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Not Supported
API Offers API Not Supported	API Offers API Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing Free Free Version Supported Free Trial Not Supported	Pricing Free Open source Free Version Supported Free Trial Not Supported
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 5.0 / 5 ease 5.0 / 5 features 5.0 / 5 design 5.0 / 5 support 5.0 / 5 Read all reviews
	Pros & Cons from Real Users Pros DeepSeek-R1 is a remarkable AI model that has significantly enhanced my data analysis tasks. Its open-source nature allows for extensive customization, making it adaptable to various project needs. The model's performance is on par with leading AI models, yet it operates at a fraction of the cost, which is a substantial advantage. Additionally, DeepSeek-R1's integration capabilities with web, app, and API platforms provide flexibility in deployment across different environments. Cons Haven't found any cons yet. This model is so capable.
Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Not Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information Agentica Project Founded: 2025 United States agentica-project.com	Company Information DeepSeek Founded: 2023 China www.deepseek.com
Alternatives DeepCoder Agentica Project	Alternatives Claude Sonnet 3.5 Anthropic
Phi-4-reasoning-plus Microsoft	Claude Sonnet 3.7 Anthropic
Phi-4-mini-reasoning Microsoft	Claude Sonnet 4 Anthropic
Phi-4-reasoning Microsoft	Phi-4-reasoning-plus Microsoft
Athene-V2 Nexusflow View All	GLM-5 Z.ai View All
Categories AI Models Supported Large Language Models Supported	Categories Agentic AI Supported AI Agents Supported AI Coding Models Supported AI Models Supported AI Reasoning Models Supported Foundation Models Supported Large Language Models Supported Open-Weight AI Models Supported

Integrations Aider Not Supported Amazon EKS Not Supported Baseten Not Supported EaseMate AI Not Supported Eclipse PHP Not Supported Elixir Not Supported GenFlow 2.0 Not Supported Hunyuan T1 Not Supported Java Not Supported Julia Not Supported Kotlin Not Supported Kubernetes Not Supported LangChain Not Supported Microsoft Foundry Models Not Supported Mirai Not Supported Ollama Not Supported Phala Not Supported Poe Not Supported Ruby Not Supported iMini Not Supported Show More Integrations	Integrations Aider Supported Amazon EKS Supported Baseten Supported EaseMate AI Supported Eclipse PHP Supported Elixir Supported GenFlow 2.0 Supported Hunyuan T1 Supported Java Supported Julia Supported Kotlin Supported Kubernetes Supported LangChain Supported Microsoft Foundry Models Supported Mirai Supported Ollama Supported Phala Supported Poe Supported Ruby Supported iMini Supported Show More Integrations View All 88 Integrations
Claim DeepScaleR and update features and information Claim DeepScaleR and update features and information	Claim DeepSeek R1 and update features and information Claim DeepSeek R1 and update features and information