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Fast Math R1 14B by RabotniKuma

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  Arxiv:2501.12599   Arxiv:2507.08267   Aimo   Autotrain compatible Base model:deepseek-ai/deepsee... Base model:finetune:deepseek-a...   Conversational Dataset:hoanganhpham/openr1 ha... Dataset:open-r1/openr1-math-22... Dataset:qihoo360/light-r1-sftd... Dataset:rabotnikuma/fast-math-... Dataset:rabotnikuma/fast-math-...   En   Endpoints compatible   Math   Mathematical-reasoning   Qwen2   Reasoning   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/RabotniKuma/Fast-Math-R1-14B 

Fast Math R1 14B Benchmarks

LLME Score: 0.23398
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Fast Math R1 14B (RabotniKuma/Fast-Math-R1-14B)
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Fast Math R1 14B Parameters and Internals

LLM NameFast Math R1 14B
Repository 🤗https://huggingface.co/RabotniKuma/Fast-Math-R1-14B 
Base Model(s)  DeepSeek R1 Distill Qwen 14B   deepseek-ai/DeepSeek-R1-Distill-Qwen-14B
Model Size14b
Required VRAM29.7 GB
Updated2025-07-19
MaintainerRabotniKuma
Model Typeqwen2
Model Files  5.0 GB: 1-of-6   5.0 GB: 2-of-6   5.0 GB: 3-of-6   5.0 GB: 4-of-6   5.0 GB: 5-of-6   4.7 GB: 6-of-6
Model ArchitectureQwen2ForCausalLM
Licenseapache-2.0
Context Length131072
Model Max Length131072
Transformers Version4.48.2
Tokenizer ClassLlamaTokenizer
Padding Token<｜end▁of▁sentence｜>
Vocabulary Size152064
Torch Data Typebfloat16

Best Alternatives to Fast Math R1 14B

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ZYH LLM Qwen2.5 14B V4986K / 29.7 GB9288
ZYH LLM Qwen2.5 14B V3986K / 29.7 GB14138
Qwen2.5 14B 1M YOYO V3986K / 29.7 GB2544
Impish QWEN 14B 1M986K / 29.7 GB47516
Qwen2.5 14B YOYO Latest V2986K / 29.7 GB1290
Qwen2.5 14B YOYO V4986K / 29.7 GB195
...14B Instruct 1M GRPO Reasoning986K / 29.7 GB174
Etr1o V1.2986K / 29.7 GB50
Note: green Score (e.g. "73.2") means that the model is better than RabotniKuma/Fast-Math-R1-14B.

Rank the Fast Math R1 14B Capabilities

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Instruction Following and Task Automation  
Factuality and Completeness of Knowledge  
Censorship and Alignment  
Data Analysis and Insight Generation  
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Release v20241124
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