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RAG Specialized LLM by Surromind

 »  All LLMs  »  Surromind  »  RAG Specialized LLM   URL Share it on

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Base model:finetune:qwen/qwen2...   Base model:qwen/qwen2.5-14b Dataset:carrotai/ko-instructio... Dataset:heegyu/cot-collection-...   Dataset:kyujinpy/kocot 2000 Dataset:markrai/kocommercial-d...   Instruct   Ko   Ko-llm   Qa   Rag   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/Surromind/RAG-Specialized-LLM 

RAG Specialized LLM Benchmarks

LLME Score: 0.22311
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
RAG Specialized LLM (Surromind/RAG-Specialized-LLM)
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RAG Specialized LLM Parameters and Internals

LLM NameRAG Specialized LLM
Repository 🤗https://huggingface.co/Surromind/RAG-Specialized-LLM 
Base Model(s)  Qwen/Qwen2.5-14B   Qwen/Qwen2.5-14B
Model Size14b
Required VRAM29.7 GB
Updated2025-06-02
MaintainerSurromind
Model Typeqwen2
Instruction-BasedYes
Model Files  5.0 GB: 1-of-6   5.0 GB: 2-of-6   5.0 GB: 3-of-6   5.0 GB: 4-of-6   5.0 GB: 5-of-6   4.7 GB: 6-of-6
Supported Languagesko
Model ArchitectureQwen2ForCausalLM
Licenseapache-2.0
Context Length131072
Model Max Length131072
Transformers Version4.45.1
Tokenizer ClassQwen2Tokenizer
Padding Token<|endoftext|>
Vocabulary Size152064
Torch Data Typebfloat16
Errorsreplace

Best Alternatives to RAG Specialized LLM

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Context / RAM
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Qwen2.5 14B Instruct 1M986K / 29.6 GB15995318
T3Q Qwen2.5 14B V1.0 E3986K / 29.7 GB85228
Qwen2.5 14B 1M YOYO V3986K / 29.7 GB2544
ZYH LLM Qwen2.5 14B V4986K / 29.7 GB78
Qwen2.5 14B YOYO Latest V2986K / 29.7 GB1290
Qwen2.5 14B YOYO V4986K / 29.7 GB135
ZYH LLM Qwen2.5 14B V3986K / 29.7 GB108
...14B Instruct 1M GRPO Reasoning986K / 29.7 GB144
Impish QWEN 14B 1M986K / 29.7 GB1617
Q2.5 14B Instruct 1M Harmony986K / 29.7 GB81
Note: green Score (e.g. "73.2") means that the model is better than Surromind/RAG-Specialized-LLM.

Rank the RAG Specialized LLM 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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