plan2align_rm / README.md
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metadata
license: apache-2.0
language:
  - en
  - zh
  - de
  - ru

Reward model for Plan2Align(arxiv link: https://arxiv.org/abs/2502.20795), using for translation task on zh->en, zh->de, zh->ru language pairs.

Using Reward Model

RM = AutoModelForCausalLMWithValueHead.from_pretrained('ray24724919/plan2align_rm',torch_dtype=torch_dtype)
RM.eval()
RM.gradient_checkpointing_enable() #if need
        
value_head_weights = load_file("path-to-valuehead-safetensors")
new_state_dict = {key.replace("v_head.", "") if key.startswith("v_head.") else key: value for key, value in value_head_weights.items()}
RM.v_head.load_state_dict(new_state_dict)

System prompt of translation reward modeling

messages = [{"role": "system", "content": "You are a helpful translator and only output the result."},
            {"role": "user", "content": f"### Translate this from Chinese to {language}, Chinese:\n{source}\n### {language}:"},
            {"role": "assistant", "content": translation}]