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Tulu 2 DPO 13B by chujiezheng

 »  All LLMs  »  chujiezheng  »  Tulu 2 DPO 13B   URL Share it on

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  Arxiv:2305.18290   Arxiv:2311.10702   Autotrain compatible Base model:finetune:meta-llama... Base model:meta-llama/llama-2-...   Conversational Dataset:allenai/tulu-v2-sft-mi... Dataset:huggingfaceh4/ultrafee...   En   Endpoints compatible   Llama   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/chujiezheng/tulu-2-dpo-13b 

Tulu 2 DPO 13B Benchmarks

LLME Score: 0.1663
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Tulu 2 DPO 13B (chujiezheng/tulu-2-dpo-13b)
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Tulu 2 DPO 13B Parameters and Internals

Model Type 
instruction tuned, RLHF tuned, chat model
Use Cases 
Limitations:
The model can produce problematic outputs (especially when prompted to do so).
Supported Languages 
English (Primary)
Training Details 
Data Sources:
HuggingFaceH4/ultrafeedback_binarized, allenai/tulu-v2-sft-mixture, openbmb/UltraFeedback
Methodology:
Direct Preference Optimization (DPO)
Safety Evaluation 
Ethical Considerations:
The Tulu models have not been aligned to generate safe completions within the RLHF phase or deployed with in-the-loop filtering of responses like ChatGPT, so the model can produce problematic outputs (especially when prompted to do so). It is also unknown what the size and composition of the corpus was used to train the base Llama 2 models.
Input Output 
Input Format:
<|user|> Your message here! <|assistant|>
Performance Tips:
Make sure to include a newline after `<|assistant|>`, this can affect generation quality quite a bit.
LLM NameTulu 2 DPO 13B
Repository 🤗https://huggingface.co/chujiezheng/tulu-2-dpo-13b 
Base Model(s)  Llama 2 13B Hf   meta-llama/Llama-2-13b-hf
Model Size13b
Required VRAM26 GB
Updated2025-07-01
Maintainerchujiezheng
Model Typellama
Model Files  5.0 GB: 1-of-6   5.0 GB: 2-of-6   5.0 GB: 3-of-6   4.9 GB: 4-of-6   4.9 GB: 5-of-6   1.2 GB: 6-of-6
Supported Languagesen
Model ArchitectureLlamaForCausalLM
Licenseother
Context Length8192
Model Max Length8192
Transformers Version4.40.1
Tokenizer ClassLlamaTokenizer
Beginning of Sentence Token<s>
End of Sentence Token</s>
Unk Token<unk>
Vocabulary Size32000
Torch Data Typebfloat16

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Rank the Tulu 2 DPO 13B 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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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241124
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