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Tulu 2 DPO 13B by allenai

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  3835   
  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   Pytorch   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/allenai/tulu-2-dpo-13b 

Tulu 2 DPO 13B Benchmarks

LLME Score: 0.17291
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 (allenai/tulu-2-dpo-13b)

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/allenai/tulu-2-dpo-13b 
Base Model(s)  Llama 2 13B Hf   meta-llama/Llama-2-13b-hf
Model Size13b
Required VRAM26 GB
Updated2025-03-22
Maintainerallenai
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
Model ArchitectureLlamaForCausalLM
Licenseother
Context Length8192
Model Max Length8192
Transformers Version4.33.2
Tokenizer ClassLlamaTokenizer
Beginning of Sentence Token<s>
End of Sentence Token</s>
Unk Token<unk>
Vocabulary Size32000
Torch Data Typebfloat16

Quantized Models of the Tulu 2 DPO 13B

Model
Likes
Downloads
VRAM
Tulu 2 DPO 13B GGUF35234 GB
Tulu 2 DPO 13B GGUF13155 GB
Tulu 2 DPO 13B GPTQ1117 GB
Tulu 2 DPO 13B AWQ267 GB

Best Alternatives to Tulu 2 DPO 13B

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Luminaura RP 13B128K / 26 GB130
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LongAlign 13B 64K64K / 26 GB2913
LongAlign 13B 64K Base64K / 26 GB183
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Openbuddy Llama2 13B V15p1 64K64K / 26.1 GB124
Openbuddy Llama2 13b64k V1564K / 26.1 GB71
Airoboros L2 13B 2.1 YaRN 64K64K / 26 GB387
Note: green Score (e.g. "73.2") means that the model is better than allenai/tulu-2-dpo-13b.

Rank the Tulu 2 DPO 13B Capabilities

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Release v20241227
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