Papers by Minkyoung Kim
LLM Agents at the Roundtable: A Multi-Perspective and Dialectical Reasoning Framework for Essay Scoring (2025.findings-emnlp)
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| Challenge: | a new framework for automated essay scoring is needed to achieve multi-perspective understanding and judgment. |
| Approach: | They propose a roundtable essay scoring framework that performs precise and human-aligned scoring under a zero-shot setting. |
| Outcome: | The proposed framework outperforms previous zero-shot AES approaches by enabling collaboration among agents with diverse evaluation perspectives. |
CTRL: Control-Based Time Series Forecasting with LLM-Guided Residual Learning (2026.findings-acl)
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| Challenge: | Existing time series forecasting approaches reduce them to numerical predictors that bypass their strengths or allow direct forecast generation that destabilizes predictions in non-stationary settings. |
| Approach: | They propose a framework that decouples semantic reasoning from quantitative prediction. |
| Outcome: | The proposed framework decouples semantic reasoning from quantitative prediction. |