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Dulia 13B 8K Alpha by duliadotio

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Dulia 13B 8K Alpha is an open-source language model by duliadotio. Features: 13b LLM, VRAM: 26GB, Context: 8K, License: llama2, LLM Explorer Score: 0.12, Arc: 60.7, HellaSwag: 82, MMLU: 56.9, GSM8K: 10.7.

  Dataset:ehartford/dolphin   Dataset:shahules786/orca-chat   Dulia   Duliadotio   En   Endpoints compatible   Ext 8k   Llama   Llama-8k   Llama2   Pytorch   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/duliadotio/dulia-13b-8k-alpha 

Dulia 13B 8K Alpha Benchmarks

ARC: 60.67 vs 96.7 (so35)-37.3%
HellaSwag: 82 vs 95.3 (gpt4)-14%
MMLU: 56.87 vs 88.3 (so35)-35.6%
GSM8K: 10.69 vs 96.4 (so35)-88.9%
LLME Score: 0.11985
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Dulia 13B 8K Alpha (duliadotio/dulia-13b-8k-alpha)
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Dulia 13B 8K Alpha Parameters and Internals

Model Type 
Long-conversation chat model
Use Cases 
Areas:
Research, Commercial applications
Applications:
Conversational AI, Long-conversation models
Limitations:
Model may produce inaccurate, biased or objectionable responses.
Considerations:
Before deploying any applications, developers should perform safety testing and tuning tailored to their specific applications of the model.
Additional Notes 
Dulia 13B is an 8K context size model designed for long conversations.
Supported Languages 
en (English)
Training Details 
Data Sources:
Dolphin, Orca-Chat
Methodology:
Fine-tuned with a context size of 8192 tokens using linear scaling of RoPE embeddings.
Context Length:
8192
Input Output 
Input Format:
<|system|>system message~~<|prompter|>user prompt~~<|assistant|>
Accepted Modalities:
text
Output Format:
Generated text as response
LLM NameDulia 13B 8K Alpha
Repository 🤗https://huggingface.co/duliadotio/dulia-13b-8k-alpha 
Model Size13b
Required VRAM26 GB
Updated2026-04-16
Maintainerduliadotio
Model Typellama
Model Files  9.9 GB: 1-of-3   9.9 GB: 2-of-3   6.2 GB: 3-of-3   9.9 GB: 1-of-3   9.9 GB: 2-of-3   6.2 GB: 3-of-3
Supported Languagesen
Context Length8k
Model ArchitectureLlamaForCausalLM
Licensellama2
Context Length8192
Model Max Length8192
Transformers Version4.31.0
Tokenizer ClassLlamaTokenizer
Beginning of Sentence Token<s>
End of Sentence Token</s>
Unk Token<unk>
Vocabulary Size32016
Torch Data Typebfloat16

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Note: green Score (e.g. "73.2") means that the model is better than duliadotio/dulia-13b-8k-alpha.

Rank the Dulia 13B 8K Alpha 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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