Papers by Taiki Miyanishi
Query-based Image Captioning from Multi-context 360cdegree Images (2023.findings-emnlp)
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| Challenge: | Existing image captioning datasets follow salient images with limited camera field of view, ignoring minor details. |
| Approach: | They propose a task where a query specifies the context to describe in 360-degree images and construct a dataset for the task that contains 3,940 360- degree images and 18,459 pairs of queries and captions annotated manually. |
| Outcome: | The proposed task is more challenging than the conventional image captioning task, which describes salient objects in images. |
LegalViz: Legal Text Visualization by Text To Diagram Generation (2025.naacl-long)
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| Challenge: | Graphviz provides diagrams for legal documents that are easy to understand and understand . a novel dataset of 23 languages and 7,010 cases of legal document and visualization pairs is proposed . |
| Approach: | They propose a dataset of legal diagrams using DOT graph description language of Graphviz. |
| Outcome: | The proposed dataset outperforms existing models including GPTs in 23 languages and 7,010 cases of legal document and visualization pairs. |
JDocQA: Japanese Document Question Answering Dataset for Generative Language Models (2024.lrec-main)
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| Challenge: | Document question answering is a task of question answering on given documents such as reports, slides, pamphlets, and websites. |
| Approach: | They propose a large-scale document-based QA dataset that requires both visual and textual information to answer questions. |
| Outcome: | The proposed dataset incorporates multiple categories of questions and unanswerable questions from the document for realistic question-answering applications. |