Mini Omni2 by gpt-omni

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  Arxiv:2410.11190   Any-to-any   Mini-omni2   Region:us
Model Card on HF ๐Ÿค—: https://huggingface.co/gpt-omni/mini-omni2 

Mini Omni2 Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Mini Omni2 (gpt-omni/mini-omni2)

Mini Omni2 Parameters and Internals

Model Type 
omni-interactive, multimodal, text generation, speech-to-speech
Use Cases 
Areas:
research, interactive applications, voice assistants
Applications:
multimodal interaction, speech-to-speech conversations
Primary Use Cases:
real-time speech output, understanding images, audio, and text
Additional Notes 
Uses whisper for audio encoding, clip for image encoding, snac for audio decoding, and CosyVoice for generating synthetic speech
Supported Languages 
English (full)
Training Details 
Data Sources:
OpenOrca datasets, MOSS, whisper
Methodology:
Three-stage training: encoder adaptation, modal alignment, and multimodal fine-tuning
Model Architecture:
Uses multiple sequences for input and output to perform comprehensive tasks
Input Output 
Input Format:
Concatenated image, audio, and text features
Accepted Modalities:
image, text, audio
Output Format:
Real-time speech responses guided by text
Release Notes 
Version:
2024.10
Notes:
Release of the model, technical report, inference, and chat demo code
LLM NameMini Omni2
Repository ๐Ÿค—https://huggingface.co/gpt-omni/mini-omni2 
Required VRAM0.4 GB
Updated2025-02-22
Maintainergpt-omni
Model Files  0.4 GB   0.5 GB
Licensemit
Model Max Length32768
Tokenizer ClassQwen2Tokenizer
Padding Token<|endoftext|>
Errorsreplace

Rank the Mini Omni2 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 v20241227