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QwentileSwap by Aryanne

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  Merged Model   Autotrain compatible Base model:arliai/qwen2.5-32b-... Base model:maldv/qwentile2.5-3... Base model:sao10k/32b-qwen2.5-... Base model:win10/eva-qwq-32b-p...   Conversational   Endpoints compatible   Gguf   Quantized   Qwen2   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/Aryanne/QwentileSwap 

QwentileSwap Benchmarks

MMLU Pro: 54.95
GPQA: 15.66
MUSR: 19.21
BBH: 57.68
IFEval: 73.78 vs 88 (so35)-16.2%
MATH Lvl 5: 42.22
LLME Score: 0.35465
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
QwentileSwap (Aryanne/QwentileSwap)

QwentileSwap Parameters and Internals

LLM NameQwentileSwap
Repository 🤗https://huggingface.co/Aryanne/QwentileSwap 
Base Model(s)  EVA QwQ 32B Preview   ArliAI/Qwen2.5-32B-ArliAI-RPMax-v1.3   maldv/Qwentile2.5-32B-Instruct   Sao10K/32B-Qwen2.5-Kunou-v1   win10/EVA-QwQ-32B-Preview   ArliAI/Qwen2.5-32B-ArliAI-RPMax-v1.3   maldv/Qwentile2.5-32B-Instruct   Sao10K/32B-Qwen2.5-Kunou-v1
Merged ModelYes
Model Size32b
Required VRAM65 GB
Updated2025-06-01
MaintainerAryanne
Model Typeqwen2
Model Files  1.6 GB: 1-of-23   2.8 GB: 2-of-23   2.9 GB: 3-of-23   2.9 GB: 4-of-23   2.9 GB: 5-of-23   2.9 GB: 6-of-23   2.9 GB: 7-of-23   2.9 GB: 8-of-23   2.9 GB: 9-of-23   2.9 GB: 10-of-23   2.9 GB: 11-of-23   2.9 GB: 12-of-23   2.9 GB: 13-of-23   2.9 GB: 14-of-23   2.9 GB: 15-of-23   2.9 GB: 16-of-23   2.9 GB: 17-of-23   2.9 GB: 18-of-23   2.9 GB: 19-of-23   2.9 GB: 20-of-23   2.9 GB: 21-of-23   2.9 GB: 22-of-23   2.6 GB: 23-of-23   18.8 GB
GGUF QuantizationYes
Quantization Typegguf
Model ArchitectureQwen2ForCausalLM
Licenseapache-2.0
Context Length32768
Model Max Length32768
Transformers Version4.48.0
Tokenizer ClassQwen2Tokenizer
Padding Token<|endoftext|>
Vocabulary Size152064
Torch Data Typebfloat16
Errorsreplace

Best Alternatives to QwentileSwap

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Context / RAM
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QwQ 32B GGUF128K / 12.3 GB1084983
QwQ 32B Unsloth Bnb 4bit128K / 22.5 GB544245
...k R1 Distill Qwen 32B Bnb 4bit128K / 19.2 GB512524
QwQ 32B 4bit128K / 18.5 GB75536
...pSeek R1 Distill Qwen 32B 4bit128K / 18.5 GB235541
...Q 32B Gptqmodel 4bit Vortex V1128K / 21.3 GB53712
QwQ 32B Bnb 4bit128K / 19.2 GB7173
QwQ 32B 8bit128K / 34.9 GB37213
...till Qwen 32B Unsloth Bnb 4bit128K / 35.6 GB9319
...ogito V1 Preview Qwen 32B 4bit128K / 18.5 GB475

Rank the QwentileSwap 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 v20241227
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