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DPO Qlora Qwen1.5 0.5B Chat Xtuner by Amu

 »  All LLMs  »  Amu  »  DPO Qlora Qwen1.5 0.5B Chat Xtuner   URL Share it on

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  Autotrain compatible   Conversational   En   Endpoints compatible   Pytorch   Qwen2   Region:us
Model Card on HF 🤗: https://huggingface.co/Amu/dpo-qlora-Qwen1.5-0.5B-Chat-xtuner 

DPO Qlora Qwen1.5 0.5B Chat Xtuner Benchmarks

ARC: 29.1 vs 96.7 (so35)-69.9%
HellaSwag: 41.45 vs 95.3 (gpt4)-56.5%
MMLU: 31.04 vs 88.3 (so35)-64.8%
TruthfulQA: 40.04 vs 59 (gpt4)-32.1%
WinoGrande: 53.28 vs 87.5 (gpt4)-39.1%
GSM8K: 2.12 vs 96.4 (so35)-97.8%
LLME Score: 0.23695
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
DPO Qlora Qwen1.5 0.5B Chat Xtuner (Amu/dpo-qlora-Qwen1.5-0.5B-Chat-xtuner)

DPO Qlora Qwen1.5 0.5B Chat Xtuner Parameters and Internals

Model Type 
dpo
Use Cases 
Limitations:
Generate Inaccurate Code and Facts: The model may produce incorrect code snippets and statements., Unreliable Responses to Instruction: The model has not undergone instruction fine-tuning.
Training Details 
Data Sources:
HuggingFaceH4/ultrafeedback_binarized
Methodology:
Direct preference optimization (DPO)
LLM NameDPO Qlora Qwen1.5 0.5B Chat Xtuner
Repository 🤗https://huggingface.co/Amu/dpo-qlora-Qwen1.5-0.5B-Chat-xtuner 
Model Size0.5b
Required VRAM0.9 GB
Updated2025-02-22
MaintainerAmu
Model Typeqwen2
Model Files  0.9 GB
Supported Languagesen
Model ArchitectureQwen2ForCausalLM
Licenseapache-2.0
Context Length32768
Model Max Length32768
Transformers Version4.39.3
Tokenizer ClassQwen2Tokenizer
Padding Token<|endoftext|>
Vocabulary Size151936
Torch Data Typefloat16
Errorsreplace

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Note: green Score (e.g. "73.2") means that the model is better than Amu/dpo-qlora-Qwen1.5-0.5B-Chat-xtuner.

Rank the DPO Qlora Qwen1.5 0.5B Chat Xtuner 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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