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Infinity Instruct 3M 0613 Mistral 7B by BAAI

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  Autotrain compatible   Conversational   Dataset:baai/infinity-instruct   En   Endpoints compatible   Instruct   Mistral   Region:us   Safetensors   Sharded   Tensorflow

Infinity Instruct 3M 0613 Mistral 7B Benchmarks

MMLU Pro: 24.01
GPQA: 6.15
MUSR: 13.25
BBH: 28.99
IFEval: 53.2 vs 88 (so35)-39.5%
MATH Lvl 5: 7.48
LLME Score: 0.33451
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").

Infinity Instruct 3M 0613 Mistral 7B Parameters and Internals

Model Type 
instruction tuning
Use Cases 
Areas:
Research
Primary Use Cases:
Chat and dialogue applications, Instruction-following tasks
Considerations:
Content produced by the model may be influenced by uncontrollable variables such as randomness.
Additional Notes 
The final version with 10 million instructions is scheduled for future release.
Supported Languages 
en (English)
Training Details 
Data Sources:
Infinity-Instruct-3M, Infinity-Instruct-0613
Data Volume:
3 million instructions
Methodology:
Instruction tuning without reinforcement learning from human feedback (RLHF)
Hardware Used:
FlagScale
Model Architecture:
Instruction tuning on foundational model of Mistral-7B-v0.1
Input Output 
Input Format:
Scripted prompts using chat template
Accepted Modalities:
text
Output Format:
Text response
Performance Tips:
Concatenate multiple training samples to remove padding token for efficiency.
Release Notes 
Version:
0613
Date:
2024/06/21
Notes:
Release of model weight InfInstruct-Mistral-7B 0613 showing favorable results on AlpacaEval 2.0.
LLM NameInfinity Instruct 3M 0613 Mistral 7B
Repository 🤗https://huggingface.co/BAAI/Infinity-Instruct-3M-0613-Mistral-7B 
Model Size7b
Required VRAM14.4 GB
Updated2024-11-21
MaintainerBAAI
Model Typemistral
Instruction-BasedYes
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 Length32768
Model Max Length32768
Transformers Version4.34.0.dev0
Tokenizer ClassLlamaTokenizer
Vocabulary Size32002
Torch Data Typebfloat16
Infinity Instruct 3M 0613 Mistral 7B (BAAI/Infinity-Instruct-3M-0613-Mistral-7B)

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Note: green Score (e.g. "73.2") means that the model is better than BAAI/Infinity-Instruct-3M-0613-Mistral-7B.

Rank the Infinity Instruct 3M 0613 Mistral 7B 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 v20241110
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