Papers by Tz-Ying Wu
VC-Inspector: Advancing Reference-free Evaluation of Video Captions with Factual Analysis (2026.acl-long)
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| Challenge: | Existing metrics for caption evaluation lack factual accuracy and limited context handling . VC-Inspector provides reproducible, fact-aware alternative that aligns closely with human judgments. |
| Approach: | They propose a lightweight, open-source large multimodal model for reference-free evaluation of video captions with a focus on factual accuracy. |
| Outcome: | Experiments show that VC-Inspector can generalize across diverse domains and improve on existing metrics. |