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payelb/HHRLHF_Llama-3.2-1B_aligned_with_semantic_MARS_deberta_RM

Base model: meta-llama/Llama-3.2-1B-Instruct

Alignment dataset: Anthropic/hh-rlhf

Reward model: payelb/HHRLHF_reward-model-deberta-v3-base_1k_fixed_MARS_semantic_distance_synth

Method: PPO alignment with LoRA adapters.

Reward model type: semantic-MARS DeBERTa-v3-base reward model.

Matched PPO setup:

  • TOTAL_PPO_STEPS: 250
  • PPO_EPOCHS: 2
  • LR: 1e-05
  • Batch size: 16
  • Mini-batch size: 4
  • Gradient accumulation: 4
  • MIN_NEW_TOKENS: 32
  • MAX_NEW_TOKENS: 96
  • USE_REWARD_NORMALIZATION: False
  • USE_EXPLICIT_KL_CONFIG: False
  • Generation: do_sample=True, top_p=0.9, temperature=0.8, eos_token_id=eos_token
  • LoRA enabled
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