What are the hardware requirements for ReasoningCore 1.0 3B Instruct R01 Reflect Math?

ReasoningCore 1.0 3B Instruct R01 Reflect Math requires approximately 6.5 GB of VRAM and supports a context window of 128K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed ReasoningCore 1.0 3B Instruct R01 Reflect Math and how large is it?

ReasoningCore 1.0 3B Instruct R01 Reflect Math is developed by EpistemeAI, a model with 3b parameters. The model is published as open weights on Hugging Face and indexed on LLM Explorer with full benchmark history.

Where can I download or evaluate ReasoningCore 1.0 3B Instruct R01 Reflect Math?

ReasoningCore 1.0 3B Instruct R01 Reflect Math is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

ReasoningCore 1.0 3B Instruct R01 Reflect Math by EpistemeAI — VRAM 6.5GB, 128K context

Name: ReasoningCore 1.0 3B Instruct R01 Reflect Math
Author: EpistemeAI

ReasoningCore 1.0 3B Instruct R01 Reflect Math is an open-source language model by EpistemeAI. Features: 3b LLM, VRAM: 6.5GB, Context: 128K, License: proprietary, Instruction-Based, LLM Explorer Score: 0.22.

Autotrain compatible Base model:epistemeai/reasonin... Base model:finetune:epistemeai... Conversational En Endpoints compatible Instruct Llama Region:us Safetensors Sharded Tensorflow Trl Unsloth

Model Card on HF 🤗: https://huggingface.co/EpistemeAI/ReasoningCore-1.0-3B-Instruct-r01-Reflect-Math

ReasoningCore 1.0 3B Instruct R01 Reflect Math Parameters and Internals

LLM Name	ReasoningCore 1.0 3B Instruct R01 Reflect Math
Repository 🤗	https://huggingface.co/EpistemeAI/ReasoningCore-1.0-3B-Instruct-r01-Reflect-Math
Base Model(s)	...e 3B Instruct R01 Reflect Math EpistemeAI/ReasoningCore-3B-Instruct-r01-Reflect-Math
Model Size	3b
Required VRAM	6.5 GB
Updated	2025-04-09
Maintainer	EpistemeAI
Model Type	llama
Instruction-Based	Yes
Model Files	5.0 GB: 1-of-2 1.5 GB: 2-of-2
Supported Languages	en
Gated Model	Yes
Model Architecture	LlamaForCausalLM
License	proprietary
Context Length	131072
Model Max Length	131072
Transformers Version	4.49.0
Tokenizer Class	PreTrainedTokenizer
Padding Token	<\|finetune_right_pad_id\|>
Vocabulary Size	128256
Torch Data Type	bfloat16

Rank the ReasoningCore 1.0 3B Instruct R01 Reflect Math capabilities

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Instruction Following and Task Automation
Factuality and Completeness of Knowledge
Censorship and Alignment
Data Analysis and Insight Generation
Text Generation
Text Summarization and Feature Extraction
Code Generation
Multi-Language Support and Translation

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...ini Math345 GroupB Llama32 End	128K / 6.5 GB	755	0
...ama 3.2 3B TechWriter Instruct	128K / 6.4 GB	226	0
Llama 3.2 3B Instruct	128K / 6.5 GB	991	9
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Note: green Score (e.g. "73.2") means that the model is better than EpistemeAI/ReasoningCore-1.0-3B-Instruct-r01-Reflect-Math.