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How to optimize the quality of content generated by Tifa-DeepsexV2-7b-MGRPO?

2025-09-05 2.2 K

Generation Quality Optimization Guide

A hands-on approach to improve the quality of Tifa-DeepsexV2-7b-MGRPO generation:

  • Fine tuning of parameters: Adjusting top_p=0.95 and top_k=60 according to the article's recommendations can yield desirable results. For creative writing, try temperature=0.7 to increase variety; logical reasoning tasks should be set to 0.3 to enhance certainty
  • Tips Engineering Tips: In role-playing scenarios, use system messages to define character traits (e.g., "You are a medieval knight"), and maintain dialog history over multiple rounds with the .append() method.
  • Reprocessing methods: Use Beam Search (num_beams=3) combined with an n-gram penalty (no_repeat_ngram_size=3) on the generated text to avoid duplicates.

For long text generation, it is recommended that max_length be set to 2000 or more, with sliding window technology. If you need to generate more than 1 million words of context, you need to process it in segments and pass theMGRPO algorithmThe memory mechanism is consistent, as described in the Technical Features section.

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