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OwenArli/ArliAI-Llama-3-8B-Instruct-ORPO-v0.1

sourceHugging Facellama3updated 2y agoView on Hugging Face
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Based on Meta-Llama-3-8b-Instruct, and is governed by Meta Llama 3 License agreement: https://huggingface.co/meta-llama/Meta-Llama-3-8B-Instruct

ORPO fine tuning method using the following datasets:

  • —https://huggingface.co/datasets/Intel/orcadpopairs
  • —https://huggingface.co/datasets/argilla/distilabel-math-preference-dpo
  • —https://huggingface.co/datasets/unalignment/toxic-dpo-v0.2
  • —https://huggingface.co/datasets/M4-ai/prmdpopairs_cleaned
  • —https://huggingface.co/datasets/jondurbin/truthy-dpo-v0.1

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 by a lot:

OpenLLM Leaderboard

Instruct 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|>

Quants: