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How to overcome the semantic bias problem of Lumina-mGPT-2.0 when processing Chinese cue words?

2025-08-26 1.3 K

Corpus Enhancement Program

  • Bilingual tip: mix Chinese and English (e.g. "classical garden, Chinese classical garden")
  • Terminology shift: translating culture-specific concepts into standard English expressions

Model Optimization Path

  • Incremental Training: Fine-tuning the MoVQGAN Module Using Chinese Image-Text Pairs
  • Cross-modal alignment: CLIP-based text encoder for Chinese version adjustment
  • Assisted Correction: Integration of Baidu Translation API for real-time terminology standardization

Effectiveness verification method

  • Build test set: contains 50 sets of prompt words in English and Chinese
  • Quantitative assessment: calculation of graphical similarity using CLIP-Score
  • A/B testing: comparing the generation differences between the native model and the optimized version

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