Papers by Yukino Baba
Co-Teaching Student-Model through Submission Results of Shared Task (2021.findings-emnlp)
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| Challenge: | Shared tasks require participants to submit only system outputs and descriptions. |
| Approach: | They propose to utilize all system outputs in a shared task to build a unified system that performs better than the task's single best system. |
| Outcome: | The proposed scheme outperforms the best system in the SHINRA2019-JP shared task with nine participants. |
Task Assignment meets Annotator Modeling: Human-LLM Collaborative Annotation with Constraints (2026.acl-srw)
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| Challenge: | Existing approaches to label annotation are labor-intensive and time-consuming. |
| Approach: | They propose a framework that estimates per-task accuracy from task features using a learning from crowds model and incorporates these estimations into a linear programming formulation that assigns tasks under practical constraints. |
| Outcome: | The proposed method achieves comparable accuracy to baseline methods while satisfying given constraints. |