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Calme 2.1 Phi3.5 4B by MaziyarPanahi

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Calme 2.1 Phi3.5 4B is an open-source language model by MaziyarPanahi. Features: 4b LLM, VRAM: 7.7GB, Context: 128K, License: mit, Fine-Tuned, Instruction-Based, LLM Explorer Score: 0.23.

Base model:finetune:microsoft/... Base model:microsoft/phi-3.5-m...   Chat   Conversational   Custom code Dataset:maziyarpanahi/truthy-d...   En   Finetuned   Instruct   Model-index   Phi   Phi3   Phi3.5   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/MaziyarPanahi/calme-2.1-phi3.5-4b 

Calme 2.1 Phi3.5 4B Benchmarks

LLME Score: 0.22778
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Calme 2.1 Phi3.5 4B (MaziyarPanahi/calme-2.1-phi3.5-4b)
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Calme 2.1 Phi3.5 4B Parameters and Internals

Model Type 
text-generation
Use Cases 
Applications:
Advanced question-answering systems, Intelligent chatbots and virtual assistants, Content generation and summarization, Code generation and analysis, Complex problem-solving and decision support
Responsible Ai Considerations 
Mitigation Strategies:
Users should implement appropriate safeguards and human oversight when deploying this model in production environments.
LLM NameCalme 2.1 Phi3.5 4B
Repository 🤗https://huggingface.co/MaziyarPanahi/calme-2.1-phi3.5-4b 
Model Namecalme-2.1-phi3.5-4b
Model CreatorMaziyarPanahi
Base Model(s)  microsoft/Phi-3.5-mini-instruct   microsoft/Phi-3.5-mini-instruct
Model Size4b
Required VRAM7.7 GB
Updated2026-05-25
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 Length131072
Model Max Length131072
Transformers Version4.43.1
Tokenizer ClassLlamaTokenizer
Padding Token<|end_of_text|>
Vocabulary Size32064
Torch Data Typebfloat16

Best Alternatives to Calme 2.1 Phi3.5 4B

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Context / RAM
Downloads
Likes
Phi4 Mini Prose2Tags 4B128K / 7.7 GB50
Vanta Research Apollo V1 4B128K / 7.7 GB70
AURORAV0.3 4B128K / 7.7 GB253
Lunar 4B128K / 7.7 GB331
Phi3.5 Gutenberg 4B128K / 7.7 GB134
Calme 2.3 Phi3 4B4K / 7.7 GB9059
Calme 2.2 Phi3 4B4K / 7.7 GB4403
Calme 2.1 Phi3 4B4K / 7.7 GB131
Ruphi 4B128K / 7.6 GB360
Phi 3.5 Mini Hyper128K / 7.7 GB80
Note: green Score (e.g. "73.2") means that the model is better than MaziyarPanahi/calme-2.1-phi3.5-4b.

Rank the Calme 2.1 Phi3.5 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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