Natural Language Processing

大規模言語モデルを用いたオノマトペ付与による日本語音声データセットの拡張
NLP 若手の会 (YANS) 第 19 回シンポジウム，2024.
Poster
大規模言語モデルを用いたオノマトペ付与による日本語音声データセットの拡張
学術論文におけるGraphical Abstract自動生成の初期検討
NLP 若手の会 (YANS) 第 19 回シンポジウム，2024.
Poster
学術論文におけるGraphical Abstract自動生成の初期検討
Majority or Minority: Data Imbalance Learning Method for Named Entity Recognition
Practical ML for Low Resource Settings Workshop @ ICLR 2024; Rating: 9: Top 15% of accepted papers, strong accept; Oral presentation
Preprint PML4LRS@ICLR 2024 Program
Majority or Minority: Data Imbalance Learning Method for Named Entity Recognition
Improving Prediction Performance and Model Interpretability through Attention Mechanisms from Basic and Applied Research Perspectives
Ph.D. dissertation
Slides DOI Bulletin
Improving Prediction Performance and Model Interpretability through Attention Mechanisms from Basic and Applied Research Perspectives
Majority or Minority: 固有表現抽出におけるデータの不均衡性に着目した損失関数の提案
言語処理学会第 29 回年次大会，2023.
PDF
Majority or Minority: 固有表現抽出におけるデータの不均衡性に着目した損失関数の提案
DM$^2$S$^2$: Deep Multi-Modal Sequence Sets with Hierarchical Modality Attention
IEEE Access (Impact Factor: 3.476 in 2021; 1st place in Engineering & Computer Science (general) at Google Scholar Metrics)
PDF Dataset DOI Preprint
DM$^2$S$^2$: Deep Multi-Modal Sequence Sets with Hierarchical Modality Attention
Making Attention Mechanisms More Robust and Interpretable with Virtual Adversarial Training
Springer Applied Intelligence (Impact Factor: 5.019 in 2021)
PDF DOI Preprint
Making Attention Mechanisms More Robust and Interpretable with Virtual Adversarial Training
Feedback is Needed for Retakes: An Explainable Poor Image Notification Framework for the Visually Impaired
Proc. IEEE 19th International Conference on Smart Communities: Improving Quality of Life Using ICT, IoT and AI (HONET).
DOI Preprint
Feedback is Needed for Retakes: An Explainable Poor Image Notification Framework for the Visually Impaired
固有表現認識タスクにおけるデータセットの偏りに着目した動的重み付け損失関数の提案
NLP 若手の会 (YANS) 第 17 回シンポジウム，2022.
固有表現認識タスクにおけるデータセットの偏りに着目した動的重み付け損失関数の提案
Expressions Causing Differences in Emotion Recognition in Social Networking Service Documents
Proc. of the 31st ACM International Conference on Information & Knowledge Management (CIKM2022). (Acceptance rate = 29.04%)
PDF Poster DOI Preprint Lightning talk
Expressions Causing Differences in Emotion Recognition in Social Networking Service Documents