FractalAIResearch/Fathom-R1-14B-RS

TEXT GENERATIONConcurrency Cost:1Model Size:14BQuant:FP8Ctx Length:32kPublished:Apr 17, 2025License:mitArchitecture:Transformer0.0K Open Weights Cold

FractalAIResearch/Fathom-R1-14B-RS is a 14 billion parameter model developed by FractalAIResearch, specifically designed and distilled for mathematical reasoning tasks. This model focuses on achieving o4-mini level performance in math reasoning within a 16K context window. Its primary strength lies in its optimized architecture for solving mathematical problems efficiently.

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Fathom-R1-14B-RS Overview

Fathom-R1-14B-RS is a 14 billion parameter model from FractalAIResearch, engineered to excel in mathematical reasoning. This model is a distilled version, optimized to achieve specific performance levels in math tasks, particularly at the o4-mini level. A key aspect of its development is the focus on cost-effective training, with the README highlighting a "$499 Training Recipe" for unlocking its math reasoning capabilities.

Key Capabilities

  • Mathematical Reasoning: Specialized for solving mathematical problems and demonstrating reasoning skills.
  • Optimized Performance: Designed to reach o4-mini level proficiency in math reasoning.
  • Efficient Context Handling: Operates effectively within a 16K token context window.
  • Cost-Effective Development: Developed with an emphasis on an economical training process.

Good For

  • Applications requiring strong mathematical problem-solving abilities.
  • Scenarios where efficient, specialized math reasoning is crucial.
  • Projects that benefit from a model optimized for performance within a 16K context.