Which LLMs perform better or worse will be determined entirely by the scoring formula used and how it penalizes errors. It is not in the nature of an LLM to be

Which LLMs perform better or worse will be determined entirely by the scoring formula used and how it penalizes errors. It is not in the nature of an LLM to be capable of lossless compression.