Papers by Osman Batur İnce
Sequential Compositional Generalization in Multimodal Models (2024.naacl-long)
Copied to clipboard
| Challenge: | a growing number of multimodal models have a limited capacity for generalization . however, prior studies into compositionality have focused on visual grounding and downstream tasks like image captioning. |
| Approach: | They examine compositional generalization using egocentric kitchen activity videos . they find bi-modal and tri-modal models exhibit a clear edge over their text-only counterparts . |
| Outcome: | The proposed model outperforms text-only models in a multimodal setting. |