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Tulu V2.5 DPO 13B Nectar 60K by allenai

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  Arxiv:2406.09279   Autotrain compatible   Base model:allenai/tulu-2-13b Base model:finetune:allenai/tu...   Conversational Dataset:allenai/tulu-2.5-prefe... Dataset:allenai/tulu-v2-sft-mi...   En   Endpoints compatible   Llama   Pytorch   Region:us   Sharded
Model Card on HF 🤗: https://huggingface.co/allenai/tulu-v2.5-dpo-13b-nectar-60k 

Tulu V2.5 DPO 13B Nectar 60K Benchmarks

LLME Score: 0.19249
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Tulu V2.5 DPO 13B Nectar 60K (allenai/tulu-v2.5-dpo-13b-nectar-60k)

Tulu V2.5 DPO 13B Nectar 60K Parameters and Internals

Model Type 
RLHF tuned chat model
Use Cases 
Limitations:
Model not aligned to generate safe completions., Can produce problematic outputs when prompted.
Additional Notes 
Training hyperparameters: learning_rate: 5e-07, total_train_batch_size: 32, optimizer: Adam with betas=(0.9,0.999), epsilon=1e-08, lr_scheduler_type: linear, lr_scheduler_warmup_ratio: 0.1, num_epochs: 3.0
Supported Languages 
en (English)
Training Details 
Data Sources:
allenai/tulu-2.5-preference-data, allenai/tulu-v2-sft-mixture
Data Volume:
60k subsample of Nectar
Methodology:
DPO and PPO starting from the Tulu 2 suite
Input Output 
Input Format:
<|user|> Your message here! <|assistant|> (followed by a newline)
Performance Tips:
Format all inputs with the specified pattern for quality generation.
LLM NameTulu V2.5 DPO 13B Nectar 60K
Repository 🤗https://huggingface.co/allenai/tulu-v2.5-dpo-13b-nectar-60k 
Base Model(s)  Tulu 2 13B   allenai/tulu-2-13b
Model Size13b
Required VRAM26 GB
Updated2025-02-22
Maintainerallenai
Model Typellama
Model Files  9.9 GB: 1-of-3   9.9 GB: 2-of-3   6.2 GB: 3-of-3
Supported Languagesen
Model ArchitectureLlamaForCausalLM
Licenseapache-2.0
Context Length4096
Model Max Length4096
Transformers Version4.31.0
Tokenizer ClassLlamaTokenizer
Beginning of Sentence Token<s>
End of Sentence Token</s>
Unk Token<unk>
Vocabulary Size32000
Torch Data Typebfloat16

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