Papers with small-scale settings
Are Multimodal LLMs Movie Buffs? (2026.findings-eacl)
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| Challenge: | Multimodal large language models are increasingly used for movie understanding . however, their performance on movies lags behind other video understanding tasks . |
| Approach: | They analyze movie knowledge, cinematographic knowledge, and critical analysis to identify where MLLMs fail . ML models are increasingly used for movie understanding . |
| Outcome: | The results show that MLLMs outperform existing methods in small-scale settings involving factual knowledge but fail when cinematographic and critical analysis is required. |