Author

Daoxin Zhang

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Preprint Sep 2026

From Glance to Scrutiny: Progressive Distortion Reasoning for Fine-Grained Image Quality Assessment

Multi-modal large language models (MLLMs) have demonstrated significant potential in image quality assessment (IQA) by bridging visual perception with descriptive evaluations. However, existing approaches mainly focus on holistic quality prediction, often functioning as black boxes that provide limited insight into whe...

Ao-Ting Zhang, Ming-Ze Gao, Dong-Bao Yang et al. · 0 citations

#natural language process... Preprint Sep 2026

When Metrics Reward the Worst Translations: Internalizing Cultural Reasoning for Social Media Translation Evaluation

Automatic translation quality metrics trained on general-domain corpora systematically fail on social media content, where communicative intent is encoded in culturally loaded expressions (internet slang, homophonic ciphers, and platform-specific idioms) rather than surface token patterns. We conduct a systematic empir...

Yi-Wen Qiu, Linjuan Wu, Ding-Ming Li et al. · 0 citations