Papers by Koichi Nagatsuka
Is Micro Domain-Adaptive Pre-Training Effective for Real-World Operations? Multi-Step Evaluation Reveals Potential and Bottlenecks (2026.eacl-industry)
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Masaya Tsunokake, Yuta Koreeda, Terufumi Morishita, Koichi Nagatsuka, Hikaru Tomonari, Yasuhiro Sogawa
| Challenge: | Domain-adaptive pre-training (DAPT) is one approach for enabling LLMs to handle unseen knowledge. |
| Approach: | They propose to disentangle the answering process into three subtasks and evaluate the performance of each subtask. |
| Outcome: | The proposed model resolves the elicitation task that the base model struggled with but does not resolve other subtasks. |