Huimin LU, Masaru Isonuma, Junichiro Mori, Ichiro Sakata. UniDetox: Universal Detoxification of Large Language Models via Dataset Distillation. The Thirteenth International Conference on Learning Representations (ICLR), 2025. [paper]
Masaru Isonuma, Ivan Titov. What's New in My Data? Novelty Exploration via Contrastive Generation. The Thirteenth International Conference on Learning Representations (ICLR), 2025. [paper]
Masaru Isonuma, Ivan Titov. Unlearning Traces the Influential Training Data of Language Models. Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (ACL, long paper), pp.6312-6325, 2024. [paper, code]
Tetsu Kasanishi, Masaru Isonuma, Junichiro Mori, Ichiro Sakata. SciReviewGen: A Large-scale Dataset for Automatic Literature Review Generation. Findings of the 61st Annual Meeting of the Association for Computational Linguistics (Findings of ACL, long paper), pp.6695–6715, 2023. [paper, code]
Nozomu Miyamoto, Masaru Isonuma, Sho Takase, Junichiro Mori, Ichiro Sakata. Dynamic Structured Neural Topic Model with Self-Attention Mechanism. Findings of the 61st Annual Meeting of the Association for Computational Linguistics (Findings of ACL, long paper), pp.5916–5930, 2023. [paper, code]
Masaru Isonuma, Junichiro Mori, Ichiro Sakata. Differentiable Instruction Optimization for Cross-Task Generalization. Findings of the 61st Annual Meeting of the Association for Computational Linguistics (Findings of ACL, Long Paper), pp.10502–10517, 2023. [paper, code]
Naomi Sato, Masaru Isonuma, Kimitaka Asatani, Shoya Ishizuka, Aori Shimizu and Ichiro Sakata. Lexical Entailment with Hierarchy Representations by Deep Metric Learning. Findings of the 2022 Conference on Empirical Methods in Natural Language Processing (Findings of EMNLP, short paper), pp.3517–3522, 2022. [paper]
Masaru Isonuma, Junichiro Mori, Danushka Bollegala, Ichiro Sakata. Unsupervised Abstractive Opinion Summarization by Generating Sentences with Tree-Structured Topic Guidance. Transactions of the Association for Computational Linguistics (TACL), vol.9, pp.945–961, 2021. [paper, code]
Masaru Isonuma, Junichiro Mori, Danushka Bollegala, Ichiro Sakata. Tree-Structured Neural Topic Model. Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics (ACL, Short Paper), pp.800-806, 2020. [paper, code]
Masaru Isonuma, Junichiro Mori, Ichiro Sakata. Unsupervised Neural Single-Document Summarization of Reviews via Learning Latent Discourse Structure and its Ranking. Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics (ACL, Long Paper), pp.2142–2152, 2019. [paper, code]
Masaru Isonuma, Toru Fujino, Junichiro Mori, Yutaka Matsuo, Ichiro Sakata. Extractive Summarization using Multi-Task Learning with Document Classification. Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing (EMNLP, Long Paper), pp.2101–2110, 2017. [paper]