Papers with sentiment extraction
Who Blames or Endorses Whom? Entity-to-Entity Directed Sentiment Extraction in News Text (2021.findings-acl)
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| Challenge: | Existing methods for sentiment analysis do not consider direction of sentiments between political entities. |
| Approach: | They propose a novel task of identifying directed sentiment relationship between political entities from a given news document. |
| Outcome: | The proposed method is useful for social science research questions in the 2016 election and COVID-19. |
Modeling Intra- and Inter-Modal Relations: Hierarchical Graph Contrastive Learning for Multimodal Sentiment Analysis (2022.coling-1)
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| Challenge: | Existing studies in Multimodal Sentiment Analysis lack a mechanism to understand complex relations between different modalities. |
| Approach: | They propose a hierarchical graph contrastive learning framework for multimodal sentiment analysis that explores the relationships between modality representations. |
| Outcome: | The proposed framework outperforms the state-of-the-art in multimodal sentiment analysis on two benchmark datasets. |