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Sirui He

2 accepted papers

2025

G-VEval: A Versatile Metric for Evaluating Image and Video Captions Using GPT-4o

AAAI 2025technical

Evaluation metric of visual captioning is important yet not thoroughly explored. Traditional metrics like BLEU, METEOR, CIDEr, and ROUGE often miss semantic depth, while trained metrics such as CLIP-Score, PAC-S, and Polos are limited in zero-shot scenarios. Advanced Language Model-based metrics als…

2025

Quantification of Large Language Model Distillation

ACL 2025long

Model distillation is a fundamental technique in building large language models (LLMs), transferring knowledge from a teacher model to a student model. However, distillation can lead to model homogenization, reducing diversity among models and impairing their ability to robustly handle complex or no…