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Prometheus 2 Llama 3 8B by chargoddard

 »  All LLMs  »  chargoddard  »  Prometheus 2 Llama 3 8B   URL Share it on

  105   
  Arxiv:2310.08491   Arxiv:2405.01535   Autotrain compatible Base model:chargoddard/prometh... Base model:chargoddard/prometh... Base model:merge:chargoddard/p...   Conversational Dataset:prometheus-eval/feedba... Dataset:prometheus-eval/prefer...   En   Endpoints compatible   Llama   Merge   Mergekit   Region:us   Safetensors   Sharded   Tensorflow

Prometheus 2 Llama 3 8B Benchmarks

MMLU Pro: 23.19
GPQA: 3.02
MUSR: 0.78
BBH: 27.8
IFEval: 52.89 vs 88 (so35)-39.9%
MATH Lvl 5: 7.25
LLME Score: 0.27349
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").

Prometheus 2 Llama 3 8B Parameters and Internals

Model Type 
text generation, evaluation
Use Cases 
Areas:
Research, Language Evaluation
Additional Notes 
Replication of prometheus-7b-v2.0 using Llama 3 8B Instruct as a base model.
Supported Languages 
en (Full proficiency)
Training Details 
Data Sources:
prometheus-eval/Preference-Collection, prometheus-eval/Feedback-Collection
Methodology:
Two different models were trained on preference and feedback datasets then linearly merged at equal weight using training hyperparameters: 1 epoch, learning rate 1e-5, effective batch size 128, cosine annealing, ~5% warmup.
Model Architecture:
Using Llama 3 8B Instruct as a base model
LLM NamePrometheus 2 Llama 3 8B
Repository 🤗https://huggingface.co/chargoddard/prometheus-2-llama-3-8b 
Base Model(s)  chargoddard/prometheus-llama-3-8b-preference   chargoddard/prometheus-llama-3-8b-absolute   chargoddard/prometheus-llama-3-8b-preference   chargoddard/prometheus-llama-3-8b-absolute
Model Size8b
Required VRAM16.1 GB
Updated2024-11-21
Maintainerchargoddard
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
Licenseapache-2.0
Context Length8192
Model Max Length8192
Transformers Version4.40.2
Tokenizer ClassPreTrainedTokenizerFast
Padding Token<|end_of_text|>
Vocabulary Size128256
Torch Data Typebfloat16
Prometheus 2 Llama 3 8B (chargoddard/prometheus-2-llama-3-8b)

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Note: green Score (e.g. "73.2") means that the model is better than chargoddard/prometheus-2-llama-3-8b.

Rank the Prometheus 2 Llama 3 8B 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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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241110
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