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OpenChat 3.5 7B Starling V2.0 by FuseAI

 »  All LLMs  »  FuseAI  »  OpenChat 3.5 7B Starling V2.0   URL Share it on

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  Arxiv:2408.07990   Autotrain compatible Base model:finetune:openchat/o... Base model:openchat/openchat 3...   Conversational Dataset:fuseai/fusechat-mixtur...   En   Endpoints compatible   Fusechat   Mistral   Model-fusion   Model-index   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/FuseAI/OpenChat-3.5-7B-Starling-v2.0 

OpenChat 3.5 7B Starling V2.0 Benchmarks

LLME Score: 0.2134
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
OpenChat 3.5 7B Starling V2.0 (FuseAI/OpenChat-3.5-7B-Starling-v2.0)

OpenChat 3.5 7B Starling V2.0 Parameters and Internals

Model Type 
text generation, multi-turn conversation
Use Cases 
Areas:
research, commercial applications
Applications:
text generation, multi-turn conversation
Primary Use Cases:
chatbots, text-based simulations
Limitations:
not suitable for real-time applications without optimization, possible biases in generated content
Considerations:
consider context length and possible biases in outputs
Additional Notes 
The framework integrates knowledge from multiple chat LLMs without additional memory requirements for inference.
Supported Languages 
en (fluent)
Training Details 
Data Sources:
FuseAI/FuseChat-Mixture
Methodology:
fusion of six prominent chat LLMs via lightweight fine-tuning and VaRM method for merging.
Context Length:
2048
Input Output 
Input Format:
text prompts in GPT4 template format
Accepted Modalities:
text
Output Format:
text
Release Notes 
Version:
7B-v2.0
Date:
Aug 16, 2024
Notes:
Fusion of six prominent chat LLMs.
Version:
7B-VaRM
Date:
Feb 26, 2024
Notes:
Fusion of three prominent chat LLMs.
Version:
Mixture
Date:
Feb 25, 2024
Notes:
Release of training dataset covering different styles and capabilities.
LLM NameOpenChat 3.5 7B Starling V2.0
Repository 🤗https://huggingface.co/FuseAI/OpenChat-3.5-7B-Starling-v2.0 
Base Model(s)  openchat/openchat_3.5   openchat/openchat_3.5
Model Size7b
Required VRAM14.4 GB
Updated2025-02-05
MaintainerFuseAI
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 Version4.38.0
Tokenizer ClassLlamaTokenizer
Padding Token<unk>
Vocabulary Size32002
Torch Data Typebfloat16

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Note: green Score (e.g. "73.2") means that the model is better than FuseAI/OpenChat-3.5-7B-Starling-v2.0.

Rank the OpenChat 3.5 7B Starling 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  
Code Generation  
Multi-Language Support and Translation  

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