Papers by Eiki Murata
BiCSRouter: Bi-Level Cross-System Routing for Utility-Aware LLM Inference (2026.findings-acl)
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| Challenge: | Existing routing frameworks operate within a single computational paradigm . a cross-system routing framework that integrates two orthogonal regimes is proposed . |
| Approach: | They propose a cross-system routing framework that integrates two orthogonal regimes . they propose MBPP-based model that decomposes routing into intra-regime configuration selection and inter-regem system selection . |
| Outcome: | The proposed framework outperforms 15 representative baselines on MBPP and MATH benchmarks. |
Time-aware COMET: A Commonsense Knowledge Model with Temporal Knowledge (2024.lrec-main)
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| Challenge: | Existing commonsense knowledge models do not consider granularity or time axes, and can't handle commonsensical knowledge, which is tacit. |
| Approach: | They propose to use ChatGPT to create a time-aware commonsense knowledge model, TaCOMET, and use it to continually fine tune existing models. |
| Outcome: | The proposed model outperforms existing models on a robotic decision-making task when proper times are input. |