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Currently, the reward fn intends to give +0.1 reward to encourage output answer in the format of
\boxed{}.However, in
CustomRewardManagerclass, it usessequences = torch.cat((valid_prompt_ids, valid_response_ids))as the input ofself.compute_score. In this way, varseqencesincludes the system prompt "Please reason step by step, and put your final answer within \boxed{}.".Note that the system prompt already includes
\boxed{}. Thus the reward fn gives +0.1 even the model acutally output without \boxed{}. An example is below:Fix this bug by passing the response without system prompt into
self.compute_score