Octopus V2 by NexaAI

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  Arxiv:2404.01744   Arxiv:2404.11459   Arxiv:2404.19296   Android   Autotrain compatible Base model:finetune:google/gem...   Base model:google/gemma-2b   Conversational   En   Function calling   Gemma   On-device language model   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF ๐Ÿค—: https://huggingface.co/NexaAI/Octopus-v2 

Octopus V2 Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Octopus V2 (NexaAI/Octopus-v2)
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Octopus V2 Parameters and Internals

LLM NameOctopus V2
Repository ๐Ÿค—https://huggingface.co/NexaAI/Octopus-v2 
Base Model(s)  Gemma 2B   google/gemma-2b
Model Size2b
Required VRAM5.1 GB
Updated2025-09-09
MaintainerNexaAI
Model Typegemma
Model Files  5.0 GB: 1-of-2   0.1 GB: 2-of-2
Supported Languagesen
Model ArchitectureGemmaForCausalLM
Licensecc-by-nc-4.0
Context Length8192
Model Max Length8192
Transformers Version4.39.0.dev0
Tokenizer ClassGemmaTokenizer
Padding Token<pad>
Vocabulary Size256022
Torch Data Typebfloat16

Best Alternatives to Octopus V2

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Likes
Gemma 1.1 2B It8K / 5.1 GB264665165
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Caca Tinny 2B V38K / 5.1 GB171
Pandas Tutor Gemma 2B8K / 5.1 GB141
Codegemma 2B8K / 5.1 GB685985
Gemma Qlora Customer Support8K / 5.1 GB90
Gemma Ko 1.1 2B It8K / 5.1 GB11061
... 2B Finetuned Sft Navarasa 2.08K / 10 GB116025
Octopus V28K / 5.1 GB1387885
Gemma 2B Orpo8K / 5.1 GB31728
Note: green Score (e.g. "73.2") means that the model is better than NexaAI/Octopus-v2.

Rank the Octopus V2 Capabilities

๐Ÿ†˜ Have you tried this model? Rate its performance. This feedback would greatly assist ML community in identifying the most suitable model for their needs. Your contribution really does make a difference! ๐ŸŒŸ

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