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Publications

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2026OtherNLP 2026

MoEアーキテクチャによる破滅的忘却の抑制効果の評価

Hinata Sugimoto, Jaesung Lee, Ko Yoshida, Jun Suzuki

LLMMoECatastrophic Forgettingpretraining

We evaluate the effectiveness of MoE architecture in suppressing catastrophic forgetting during pretraining.

2025PreprintarXiv

An Open and Reproducible Deep Research Agent for Long-Form Question Answering

Ikuya Yamada, Wataru Ikeda, Ko Yoshida, Mengyu Ye, Hinata Sugimoto, Masatoshi Suzuki, Hisanori Ozaki, Jun Suzuki

RAGDeep Research Agent

We present an open deep research system for long-form question answering, selected as a winning system in the text-to-text track of the MMU-RAG competition at NeurIPS 2025.