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Calme 2.3 Phi3 4B by MaziyarPanahi

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Model Card on HF 🤗: https://huggingface.co/MaziyarPanahi/calme-2.3-phi3-4b 

Calme 2.3 Phi3 4B Benchmarks

MMLU Pro: 31.42
GPQA: 9.06
MUSR: 7.75
BBH: 37.66
IFEval: 49.26 vs 88 (so35)-44%
MATH Lvl 5: 14.73
LLME Score: 0.2255
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Calme 2.3 Phi3 4B (MaziyarPanahi/calme-2.3-phi3-4b)
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Calme 2.3 Phi3 4B Parameters and Internals

LLM NameCalme 2.3 Phi3 4B
Repository 🤗https://huggingface.co/MaziyarPanahi/calme-2.3-phi3-4b 
Model CreatorMaziyarPanahi
Base Model(s)  Phi 3 Mini 4K Instruct   microsoft/Phi-3-mini-4k-instruct
Model Size4b
Required VRAM7.7 GB
Updated2025-10-22
MaintainerMaziyarPanahi
Model Typephi3
Instruction-BasedYes
Model Files  5.0 GB: 1-of-2   2.7 GB: 2-of-2
Supported Languagesen
Model ArchitecturePhi3ForCausalLM
Licensemit
Context Length4096
Model Max Length4096
Transformers Version4.40.0.dev0
Tokenizer ClassLlamaTokenizer
Padding Token<|endoftext|>
Vocabulary Size32064
Torch Data Typebfloat16

Quantized Models of the Calme 2.3 Phi3 4B

Model
Likes
Downloads
VRAM
Calme 2.3 Phi3 4B GGUF51171 GB

Best Alternatives to Calme 2.3 Phi3 4B

Best Alternatives
Context / RAM
Downloads
Likes
Calme 2.1 Phi3.5 4B128K / 7.7 GB224
Vanta Research Apollo V1 4B128K / 7.7 GB70
AURORAV0.3 4B128K / 7.7 GB253
Lunar 4B128K / 7.7 GB451
Phi3.5 Gutenberg 4B128K / 7.7 GB85
Calme 2.1 Phi3 4B4K / 7.7 GB111
Calme 2.2 Phi3 4B4K / 7.7 GB162
Ruphi 4B128K / 7.6 GB50
Phi 3.5 Mini Hyper128K / 7.7 GB50
...Instruct V0.3 HQQ 1bit Smashed4K / 0.9 GB50
Note: green Score (e.g. "73.2") means that the model is better than MaziyarPanahi/calme-2.3-phi3-4b.

Rank the Calme 2.3 Phi3 4B 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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Release v20241124
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