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ArliAI Llama 3 8B Instruct ORPO V0.1 by OwenArli

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  Autotrain compatible   Conversational   Endpoints compatible   Instruct   Llama   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/OwenArli/ArliAI-Llama-3-8B-Instruct-ORPO-v0.1 

ArliAI Llama 3 8B Instruct ORPO V0.1 Benchmarks

LLME Score: 0.20191
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
ArliAI Llama 3 8B Instruct ORPO V0.1 (OwenArli/ArliAI-Llama-3-8B-Instruct-ORPO-v0.1)

ArliAI Llama 3 8B Instruct ORPO V0.1 Parameters and Internals

Additional Notes 
Despite the toxic datasets to reduce refusals, this model is still relatively safe but refuses less than the original Meta model. As of now ORPO fine-tuning seems to improve some metrics while reducing other metrics.
Training Details 
Data Sources:
https://huggingface.co/datasets/Intel/orca_dpo_pairs, https://huggingface.co/datasets/argilla/distilabel-math-preference-dpo, https://huggingface.co/datasets/unalignment/toxic-dpo-v0.2, https://huggingface.co/datasets/M4-ai/prm_dpo_pairs_cleaned, https://huggingface.co/datasets/jondurbin/truthy-dpo-v0.1
Methodology:
ORPO fine-tuning
Input Output 
Input Format:
<|begin_of_text|><|start_header_id|>system<|end_header_id|> {{ system_prompt }}<|eot_id|><|start_header_id|>user<|end_header_id|> {{ user_message_1 }}<|eot_id|><|start_header_id|>assistant<|end_header_id|> {{ model_answer_1 }}<|eot_id|><|start_header_id|>user<|end_header_id|> {{ user_message_2 }}<|eot_id|><|start_header_id|>assistant<|end_header_id|>
LLM NameArliAI Llama 3 8B Instruct ORPO V0.1
Repository 🤗https://huggingface.co/OwenArli/ArliAI-Llama-3-8B-Instruct-ORPO-v0.1 
Model Size8b
Required VRAM16.1 GB
Updated2025-01-20
MaintainerOwenArli
Model Typellama
Instruction-BasedYes
Model Files  2.0 GB: 1-of-9   1.9 GB: 2-of-9   2.0 GB: 3-of-9   1.9 GB: 4-of-9   2.0 GB: 5-of-9   1.9 GB: 6-of-9   2.0 GB: 7-of-9   1.3 GB: 8-of-9   1.1 GB: 9-of-9
Model ArchitectureLlamaForCausalLM
Licensellama3
Context Length8192
Model Max Length8192
Transformers Version4.40.1
Tokenizer ClassPreTrainedTokenizerFast
Padding Token<|eot_id|>
Vocabulary Size128256
Torch Data Typebfloat16

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Note: green Score (e.g. "73.2") means that the model is better than OwenArli/ArliAI-Llama-3-8B-Instruct-ORPO-v0.1.

Rank the ArliAI Llama 3 8B Instruct ORPO V0.1 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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