Papers by Shumpei Miyawaki
Scene-Text Aware Image and Text Retrieval with Dual-Encoder (2022.acl-srw)
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| Challenge: | Existing studies on image and text retrieval using a dual-encoder model have not shown their effectiveness for fast inferences. |
| Approach: | They propose a dual-encoder model that connects vision and language in the same semantic space and integrates scene-text and visual information into a model. |
| Outcome: | The proposed model can interpret scene-text and surrounding visual information better than cross-encoder models. |
Embeddings of Label Components for Sequence Labeling: A Case Study of Fine-grained Named Entity Recognition (2020.acl-srw)
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| Challenge: | In general, the labels used in sequence labeling consist of different types of elements. |
| Approach: | They propose to integrate label component information as embeddings into sequence labeling models. |
| Outcome: | The proposed method improves on English and Japanese fine-grained named entity recognition on low-frequency labels. |