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Dart Math Llama3 8B Prop2diff by hkust-nlp

 »  All LLMs  »  hkust-nlp  »  Dart Math Llama3 8B Prop2diff   URL Share it on

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  Arxiv:2403.02884   Arxiv:2403.04706   Arxiv:2407.13690   Autotrain compatible Base model:finetune:meta-llama... Base model:meta-llama/meta-lla... Dataset:hkust-nlp/dart-math-ha...   En   Endpoints compatible   Llama   Mathematics   Model-index   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/hkust-nlp/dart-math-llama3-8b-prop2diff 

Dart Math Llama3 8B Prop2diff Benchmarks

LLME Score: 0.22194
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
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Dart Math Llama3 8B Prop2diff Parameters and Internals

Model Type 
text-generation
Use Cases 
Areas:
Research, Educational Tools
Applications:
Mathematical Problem-Solving, Educational Math Platforms
Primary Use Cases:
Solving complex mathematical problems, Enhancing educational content in mathematics
Limitations:
May not perform well in non-mathematical contexts
Considerations:
Primarily for use in mathematical and educational contexts
Supported Languages 
en (proficient)
Training Details 
Data Sources:
MATH, GSM8K
Methodology:
The model is trained using Difficulty-Aware Rejection Sampling (DARS) on the MATH and GSM8K training sets, focusing on tackling biases towards easy queries.
Context Length:
4096
Hardware Used:
8 A100 GPUs
Model Architecture:
Llama3-8B architecture with synthetic datasets
Input Output 
Input Format:
Alpaca prompt template
Accepted Modalities:
text
Output Format:
Generated text responses
LLM NameDart Math Llama3 8B Prop2diff
Repository 🤗https://huggingface.co/hkust-nlp/dart-math-llama3-8b-prop2diff 
Base Model(s)  Meta Llama 3 8B   meta-llama/Meta-Llama-3-8B
Model Size8b
Required VRAM16.1 GB
Updated2024-12-04
Maintainerhkust-nlp
Model Typellama
Model Files  5.0 GB: 1-of-4   5.0 GB: 2-of-4   4.9 GB: 3-of-4   1.2 GB: 4-of-4
Supported Languagesen
Model ArchitectureLlamaForCausalLM
Licensellama3
Context Length8192
Model Max Length8192
Transformers Version4.41.1
Tokenizer ClassPreTrainedTokenizerFast
Padding Token[PAD]
Vocabulary Size128320
Torch Data Typebfloat16
Dart Math Llama3 8B Prop2diff (hkust-nlp/dart-math-llama3-8b-prop2diff)

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Note: green Score (e.g. "73.2") means that the model is better than hkust-nlp/dart-math-llama3-8b-prop2diff.

Rank the Dart Math Llama3 8B Prop2diff Capabilities

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Instruction Following and Task Automation  
Factuality and Completeness of Knowledge  
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Text Generation  
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Release v20241124
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