Mingqi Gao

Better than Random: Reliable NLG Human Evaluation with Constrained Active Sampling

2024 · arXiv (Cornell University)

Human evaluation is viewed as a reliable evaluation method for NLG which is expensive and time-consuming. To save labor and costs, researchers usually perform human evaluation on a small subset of data sampled from the …

Exploring the Multilingual NLG Evaluation Abilities of LLM-Based Evaluators

2025 · arXiv (Cornell University)

Previous research has shown that LLMs have potential in multilingual NLG evaluation tasks. However, existing research has not fully explored the differences in the evaluation capabilities of LLMs across different languages. To this end, this …