Mingqi Gao
Mingqi Gao has 3 papers in our library, in 2023–2026, most of them on Evaluation & benchmarks, Summarization, Text generation; often with Xiaojun Wan, Jie Ruan, Xinyu Hu.
OpenAlex · ORCID · h-index 14 · 68 works · 817 citations OpenAlex, 2026-10-14
📄 3 works in our library · 🔗 Cited 151 times in our library · ⭐ Paper Stars ranking: #5711
Affiliations
Fields, topics and concepts
📚 Shelves 5The field of science this work belongs to (OpenAlex fields).Artificial Intelligence · 3 worksArts and Humanities · 3 worksComputer Science · 3 worksLanguage and Linguistics · 3 worksComputer Vision and Pattern Recognition · 1 work
🧭 Topics 4Research subjects and languages the work is about.Evaluation & benchmarks · 2 worksText generation · 1 workSummarization · 1 workVision & language · 1 work
Works by year
2020s
Papers
- LLM-based NLG Evaluation: Current Status and Challenges (2025 · 153 citations)
Judging natural language generation is difficult because a good output has no single correct form and must satisfy several quality criteria at once. - Human-like Summarization Evaluation with ChatGPT (2023 · 128 citations)
Automatic metrics for text summarization, such as ROUGE and embedding-based scores, often disagree with human judgment and offer little interpretability. - Minos: A Multimodal Evaluation Model for Bidirectional Generation Between Image and Text (2026)
Automatic judging of multimodal outputs is still unreliable. Classic metrics often disagree with human ratings, need references, or only work for one task. Existing MLLM-based judges such as LLaVA-Critic and UnifiedReward train on large but loosely filtered data and do not handle both image-to-text (I2T) and…
Co-authors here
- Xiaojun Wan ×3
- Jie Ruan ×2
- Xinyu Hu ×2
- Xunjian Yin ×2
- Huixuan Zhang
- Junzhe Zhang
- Li Lin
- Renliang Sun
- Shi Qiu
- Shiping Yang
- Xiao Pu
Venues
- Computational Linguistics: Computational Linguistics 2025
- Findings of the Association for Computational Linguistics: Findings of the Association for Computational Linguistics 2026
Cited by
Updated
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