Seiichi Inoue

I'm a machine learning engineer at Recruit Co., Ltd. and part-time software engineer at Studio Ousia.
My research interests lie in natural language processing and computational linguistics, particularly focusing on

Refereed Publications

Infinite SCAN: An Infinite Model of Diachronic Semantic Change

Seiichi Inoue, Mamoru Komachi, Toshinobu Ogiso, Hiroya Takamura, Daichi Mochihashi

In Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing (EMNLP 2022), December, 2022. [paper] [code]

Modeling Text using the Continuous Space Topic Model with Pre-Trained Word Embeddings

Seiichi Inoue, Taichi Aida, Mamoru Komachi, Manabu Asai

In Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing: Student Research Workshop (ACL-IJCNLP 2021 SRW), August, 2021. [paper] [code]

Epitope Prediction of Antigen Protein using Attention-Based LSTM Network

Toshiaki Noumi, Seiichi Inoue, Haruka Fujita, Kugatsu Sadamitsu, Makoto Sakaguchi, Akiko Tenma, Hironori Nakagami

Journal of Information Processing, Vol. 29, 2021. [paper] [preprint]

Non-Refereed Publications

日本語GPTを用いたトークナイザの影響の調査

井上誠一, Nguyen Tung, 中町礼文, Shengzhe Li, 佐藤敏紀

In Proceedings of 言語処理学会第28回年次大会, March, 2022. [paper]

ガウス確率場による単語の意味変化と語義数の同時推定

井上誠一, 小町守, 小木曽智信, 高村大也, 持橋大地

In Proceedings of 言語処理学会第28回年次大会, March, 2022. [paper]

Infinite SCAN: 単語の意味変化と語義数の同時推定

井上誠一, 小町守, 小木曽智信, 高村大也, 持橋大地

In Proceedings of 第45回情報論的学習理論と機械学習 (IBISML) 研究会, March, 2022. [paper]

大規模タンパク質データベースに基づくBERTを用いたペプチド結合予測と予測残基対の可視化

玉木竜二, 農見俊明, 佐藤尭彰, 井上誠一, 貞光九月, 坂口誠, 天満昭子, 中神啓徳

In Proceedings of 人工知能学会第35回全国大会, June, 2022. (全国大会優秀賞; JSAI Annual Conference Award) [paper]

学習済み単語分散表現を用いた連続空間トピックモデル

井上誠一, 相田太一, 浅井学, 小町守

In Proceedings of 言語処理学会第27回年次大会, March, 2021. [paper]

大規模タンパク質データベースに基づくBERTを用いたペプチド結合予測

玉木竜二, 農見俊明, 佐藤尭彰, 井上誠一, 貞光九月, 坂口誠, 天満昭子, 中神啓徳

In Proceedings of 第64回バイオ情報学研究会, Vol. 2020-BIO-64, December, 2020. [paper]

Workshop and Talk

大規模言語モデルを用いた特許評価システムの検討

NLP若手の会 (YANS) 第18回シンポジウム, August, 2023. [link]

単語の通時的な意味変化のモデル化

「通時コーパス」シンポジウム2023, March, 2023. [link]

単語の通時的な意味変化のモデル化

NLPコロキウム, February, 2023. [link]

動的トピックモデルを用いた単語の通時的な意味変化のモデル化とその応用

「現代語の意味の変化に対する計算的・統計力学的アプローチ」シンポジウム, March, 2022. [link]

Accelerated Continuous Space Topic Model for Textual Data

The 14th International Conference on Computational and Financial Econometrics, Virtual Conference, December, 2020. [link]

Other Activities

Education and Experience

  • July, 2023 - current: Software Engineer at VAIABLE Inc.
  • July, 2023 - current: Software Engineer at Studio Ousia.
  • April, 2023 - current: Machine Learning Engineer at Recruit Co., Ltd.
  • April, 2021 - March, 2023: Master of Information Science at Komachi Lab in Graduate School of Systems Design, Tokyo Metropolitan University.
  • April, 2016 - March, 2021: Faculty of Economics, Soka University.

Internship and Part-time Work

  • July, 2021 - September, 2022: Part-time Software Engineer at LINE corp.
  • January, 2022 - February, 2022: Research Internship at Sansan inc.
  • April, 2019 - September, 2021: Part-time Machine Learning Engineer at Future corp.

Honors and Awards

  • ACL-IJCNLP SRW Award Student. August, 2021.
  • 創価大学 経済学部 優秀卒業論文賞. March, 2021.
  • Peakers Hitachi Cup Defective Detection, 5th prize. September, 2019. [link]
  • 第8回データビジネス創造コンテスト, 優秀賞. March, 2019. [link]
  • 第7回データビジネス創造コンテスト, 優秀賞. September, 2018. [link]