Neural Chat 7B V3.3 by Intel

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  Arxiv:2309.12284   Autotrain compatible Base model:finetune:intel/neur... Base model:intel/neural-chat-7...   Conversational   Endpoints compatible   Intel   Math   Mistral   Model-index   Pytorch   Region:us   Safetensors   Sharded   Tensorflow

Neural Chat 7B V3.3 Benchmarks

Neural Chat 7B V3.3 (Intel/neural-chat-7b-v3-3)

Neural Chat 7B V3.3 Parameters and Internals

Model Type 
Large Language Model
Use Cases 
Areas:
Research, Commercial applications
Applications:
Inference on language-related tasks
Primary Use Cases:
Language-related tasks
Limitations:
May produce factually incorrect or biased outputs, requires fine-tuning for specific tasks
Additional Notes 
The model should not be used to intentionally create hostile or alienating environments.
Training Details 
Data Sources:
meta-math/MetaMathQA
Methodology:
Aligned using Direct Performance Optimization (DPO) method with Intel/orca_dpo_pairs
Context Length:
8192
Hardware Used:
Intel Gaudi 2 processor (8 cards)
Model Architecture:
Fine-tuned 7B parameter LLM on the Intel Gaudi 2 processor
Safety Evaluation 
Methodologies:
Safety testing before deployment
Ethical Considerations:
Can produce factually incorrect output and biases, risk of generating offensive outputs. Developers should perform safety testing.
Input Output 
Performance Tips:
Model performance varies based on inputs.
LLM NameNeural Chat 7B V3.3
Repository ๐Ÿค—https://huggingface.co/Intel/neural-chat-7b-v3-3 
Base Model(s)  Neural Chat 7B V3.1   Intel/neural-chat-7b-v3-1
Model Size7b
Required VRAM14.4 GB
Updated2025-03-14
MaintainerIntel
Model Typemistral
Model Files  9.9 GB: 1-of-2   4.5 GB: 2-of-2   9.9 GB: 1-of-2   4.5 GB: 2-of-2
Model ArchitectureMistralForCausalLM
Licenseapache-2.0
Context Length32768
Model Max Length32768
Transformers Version4.34.0
Tokenizer ClassLlamaTokenizer
Vocabulary Size32000
Torch Data Typefloat16

Quantized Models of the Neural Chat 7B V3.3

Model
Likes
Downloads
VRAM
Neural Chat 7B V3.3 GGUF1510443 GB
Neural Chat 7B V3.3 GGUF01323 GB
Neural Chat 7B V3.3 GPTQ1794 GB
Neural Chat 7B V3.3 AWQ0804 GB
Neural Chat 7B V3.3 GPTQ3544 GB

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Test001128K / 14.5 GB90
Note: green Score (e.g. "73.2") means that the model is better than Intel/neural-chat-7b-v3-3.

Rank the Neural Chat 7B V3.3 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