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Likhith003/dpo-llmjudge-lora-adapter

sourceHugging Faceapache-2.0updated 1y agoView on Hugging Face
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license: apache-2.0 language:

  • —en library_name: transformers tags:
  • —llama
  • —dpo
  • —preference-optimization
  • —PEFT
  • —instruction-tuning pipeline_tag: text-generation ---

DPO Fine-Tuned Adapter - LLM Judge Dataset

🧠 Model

  • —Base: meta-llama/Llama-3.2-1B-Instruct
  • —Fine-tuned using TRL's DPOTrainer with the LLM Judge preference dataset (50 pairs)

⚙️ Training Parameters

ParameterValue
Learning Rate5e-5
Batch Size4
Epochs3
Beta (DPO regularizer)0.1
Max Input Length1024 tokens
Max Prompt Length512 tokens
Padding Tokeneos_token

📦 Dataset

  • —Source: llm_judge_preferences.csv
  • —Size: 50 human-labeled pairs with prompt, chosen, and rejected columns

📂 Output

  • —Adapter saved and uploaded as Likhith003/dpo-llmjudge-lora-adapter