Papers by Junjia Feng
Autonomous Aspect-Image Instruction a2II: Q-Former Guided Multimodal Sentiment Classification (2024.lrec-main)
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| Challenge: | Existing methods to identify sentiment polarities of aspects are limited by the limited multimodal data available. |
| Approach: | They propose to use instruction tuning paradigm to combine language and vision data to combine text and image modalities. |
| Outcome: | The proposed model achieves state-of-the-art on benchmark datasets and in few-shot settings. |