Prometheus 8x7b V2.0 by prometheus-eval

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  Arxiv:2310.08491   Arxiv:2405.01535   Autotrain compatible Dataset:prometheus-eval/feedba... Dataset:prometheus-eval/prefer...   En   Endpoints compatible   Mixtral   Moe   Region:us   Safetensors   Sharded   Tensorflow

Prometheus 8x7b V2.0 Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Prometheus 8x7b V2.0 (prometheus-eval/prometheus-8x7b-v2.0)

Prometheus 8x7b V2.0 Parameters and Internals

Model Type 
Language model
Use Cases 
Areas:
Evaluation of LLMs, RLHF
Applications:
Fine-grained evaluation of LLM and Reward model
Primary Use Cases:
Absolute grading (Direct assessment), Relative grading (Pairwise ranking)
Additional Notes 
Feedback Collection, Preference Collection, and Prometheus 2 subject to OpenAI's Terms of Use. Potential violations should be reported.
Supported Languages 
English (NLP)
Training Details 
Data Sources:
Feedback Collection, Preference Collection
Data Volume:
100K feedback within Feedback Collection and 200K feedback within Preference Collection
Methodology:
Fine-tuning and weight merging to support absolute and relative grading
Input Output 
Input Format:
Requires different prompt templates for absolute and relative grading, utilizing Mistral conversation templates.
Output Format:
Generates feedback and score decision for absolute grading or indicates the better response for relative grading.
LLM NamePrometheus 8x7b V2.0
Repository ๐Ÿค—https://huggingface.co/prometheus-eval/prometheus-8x7b-v2.0 
Model Size46.7b
Required VRAM93.6 GB
Updated2024-12-08
Maintainerprometheus-eval
Model Typemixtral
Model Files  4.9 GB: 1-of-19   5.0 GB: 2-of-19   5.0 GB: 3-of-19   4.9 GB: 4-of-19   5.0 GB: 5-of-19   5.0 GB: 6-of-19   4.9 GB: 7-of-19   5.0 GB: 8-of-19   5.0 GB: 9-of-19   4.9 GB: 10-of-19   5.0 GB: 11-of-19   5.0 GB: 12-of-19   5.0 GB: 13-of-19   4.9 GB: 14-of-19   5.0 GB: 15-of-19   5.0 GB: 16-of-19   4.9 GB: 17-of-19   5.0 GB: 18-of-19   4.2 GB: 19-of-19
Supported Languagesen
Model ArchitectureMixtralForCausalLM
Licenseapache-2.0
Context Length32768
Model Max Length32768
Transformers Version4.36.0.dev0
Tokenizer ClassLlamaTokenizer
Vocabulary Size32000
Torch Data Typebfloat16

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Note: green Score (e.g. "73.2") means that the model is better than prometheus-eval/prometheus-8x7b-v2.0.

Rank the Prometheus 8x7b V2.0 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  
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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241124