Starling LM 7B Beta by Nexusflow

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  Arxiv:1909.08593   Autotrain compatible   Conversational   Dataset:berkeley-nest/nectar   En   Endpoints compatible   Mistral   Region:us   Reward model   Rlaif   Rlhf   Safetensors   Sharded   Tensorflow

Starling LM 7B Beta Benchmarks

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Starling LM 7B Beta Parameters and Internals

Model Type 
Language Model, finetuned with RLHF / RLAIF
Use Cases 
Considerations:
Please use the provided chat template to ensure optimal performance. The model can occasionally produce verbose outputs. Setting temperature to 0 can mitigate verbosity.
Additional Notes 
The model is hosted on LMSYS Chatbot Arena for free testing.
Supported Languages 
en (Proficient)
Training Details 
Data Sources:
berkeley-nest/Nectar
Methodology:
Trained by Reinforcement Learning from AI Feedback (RLAIF) with policy optimization method PPO.
Input Output 
Input Format:
Chat templates following Openchat-3.5-0106.
Accepted Modalities:
text
Output Format:
Text output based on input templates.
Performance Tips:
Follow the exact chat template for improved performance.
LLM NameStarling LM 7B Beta
Repository ๐Ÿค—https://huggingface.co/Nexusflow/Starling-LM-7B-beta 
Model Size7b
Required VRAM14.4 GB
Updated2024-12-02
MaintainerNexusflow
Model Typemistral
Model Files  4.9 GB: 1-of-3   5.0 GB: 2-of-3   4.5 GB: 3-of-3
Supported Languagesen
Model ArchitectureMistralForCausalLM
Licenseapache-2.0
Context Length8192
Model Max Length8192
Transformers Version4.37.1
Tokenizer ClassLlamaTokenizer
Padding Token<|end_of_turn|>
Vocabulary Size32002
Torch Data Typebfloat16
Starling LM 7B Beta (Nexusflow/Starling-LM-7B-beta)

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Starling LM 7B Beta AWQ3264 GB
Starling LM 7B Beta GPTQ4124 GB
Starling LM 7B Beta 4bit474 GB
Starling LM 7B Beta 8bit257 GB

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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 v20241124