| 2025 | EMNLP | How a Bilingual LM Becomes Bilingual: Tracing Internal Representations with Sparse Autoencoders. | Tatsuro Inaba, Go Kamoda, Kentaro Inui, Masaru Isonuma, Yusuke Miyao, Yohei Oseki, Yu Takagi, Benjamin Heinzerling |
| 2025 | EMNLP | Instability in Downstream Task Performance During LLM Pretraining. | Yuto Nishida, Masaru Isonuma, Yusuke Oda |
| 2025 | ICLR | What's New in My Data? Novelty Exploration via Contrastive Generation. | Masaru Isonuma, Ivan Titov |
| 2025 | ICLR | UniDetox: Universal Detoxification of Large Language Models via Dataset Distillation. | Huimin Lu, Masaru Isonuma, Junichiro Mori, Ichiro Sakata |
| 2024 | ACL | Topic Modeling for Short Texts with Large Language Models. | Tomoki Doi, Masaru Isonuma, Hitomi Yanaka |
| 2024 | ACL | Unlearning Traces the Influential Training Data of Language Models. | Masaru Isonuma, Ivan Titov |
| 2023 | ACL | Differentiable Instruction Optimization for Cross-Task Generalization. | Masaru Isonuma, Junichiro Mori, Ichiro Sakata |
| 2023 | ACL | SciReviewGen: A Large-scale Dataset for Automatic Literature Review Generation. | Tetsu Kasanishi, Masaru Isonuma, Junichiro Mori, Ichiro Sakata |
| 2023 | ACL | Dynamic Structured Neural Topic Model with Self-Attention Mechanism. | Nozomu Miyamoto, Masaru Isonuma, Sho Takase, Junichiro Mori, Ichiro Sakata |
| 2022 | EMNLP | Lexical Entailment with Hierarchy Representations by Deep Metric Learning. | Naomi Sato, Masaru Isonuma, Kimitaka Asatani, Shoya Ishizuka, Aori Shimizu, Ichiro Sakata |
| 2020 | ACL | Tree-Structured Neural Topic Model. | Masaru Isonuma, Junichiro Mori, Danushka Bollegala, Ichiro Sakata |
| 2019 | ACL | Unsupervised Neural Single-Document Summarization of Reviews via Learning Latent Discourse Structure and its Ranking. | Masaru Isonuma, Junichiro Mori, Ichiro Sakata |
| 2017 | EMNLP | Extractive Summarization Using Multi-Task Learning with Document Classification. | Masaru Isonuma, Toru Fujino, Junichiro Mori, Yutaka Matsuo, Ichiro Sakata |