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Fathom-R1-14B

Fathom-R1-14B

Fathom-R1-14B

Open Sourced​ high performance mathematics focused Reasoning Model

Open Sourced​ high performance mathematics focused Reasoning Model

Challenge

Reasoning models usually demand large post-training budgets and very long reasoning chains (32k–64k tokens) to deliver top performance 

High-performance AI, without the high cost 

High-performance AI, without the high cost

Built at an affordable post-training cost, Fractal’s Fathom-R1-14B, a 14-billion-parameter reasoning language model derived from Deepseek-R1-Distilled-14B delivers top performance

AIME25 & HMMT25​

  • o3-mini

  • o1-mini​

  • LightR1-14B​

  • o4-mini-low​

Outperforms in

AIME25 & HMMT25​

  • o3-mini

  • o1-mini​

  • LightR1-14B​

  • o4-mini-low​

Outperforms in

AIME25 & HMMT25​

  • o3-mini

  • o1-mini​

  • LightR1-14B​

  • o4-mini-low​

Outperforms in

Post Training done in​ just $499

Models, datasets, and training recipe are​ fully open-source

Post Training done in​ just $499

Models, datasets, and training recipe are​ fully open-source

Post Training done in​ just $499

Models, datasets, and training recipe are​ fully open-source

Fathom-R1-14B performance

Reasoning + Test-time Compute

AIME 2025 (American Invitational Mathematics Examination)

AIME 2025
(American Invitational Mathematics Examination)

HMMT 2025 (Harvard-MIT Math Tournament)

HMMT 2025
(Harvard-MIT Math Tournament)

IIT JEE Advanced 2025 Maths

100% Accuracy (32/32)

Fathom-R1-14B achieves a perfect score on the latest and unseen 18th May IIT JEE 2025 Math questions

All model responses and answers for IIT JEE 2025 Math Qs are available on Hugging Face

*evaluation is limited to text-based integer-answer questions

*results based on internal evaluation of the IIT JEE 2025 Math paper.
Performance may vary and does not guarantee future outcomes.

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Transform your enterprise with AI that delivers

Transform your enterprise with AI that delivers

Recognition and achievements

Select Fractal accolades

Named leader

Customer analytics service provider Q2 2025

Representative vendor

Customer analytics service provider Q1 2021

Great Place to Work

8th year running. Certifications received for India, USA, Canada, Australia, and the UK.

Recognition and achievements

Select Fractal accolades

Named leader

Customer analytics service provider Q2 2025

Representative vendor

Customer analytics service provider Q1 2021

Great Place to Work

8th year running. Certifications received for India, USA, Canada, Australia, and the UK.

Recognition and achievements

Select Fractal accolades

Named leader

Customer analytics service provider Q2 2025

Representative vendor

Customer analytics service provider Q1 2021

Great Place to Work

8th year running. Certifications received for India, USA, Canada, Australia, and the UK.

Transform your enterprise with AI that delivers