Papers by Minkyoung Jung
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. |
Quantifying Aleatoric Uncertainty of In-Context Learning for Robust Measure of LLM Prediction Confidence (2026.acl-long)
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| Challenge: | Existing methods for standard generation tasks fail to capture the unique dynamics of ICL. |
| Approach: | They propose a concept of self-function vectors that leverage Bayesian views and the mechanistic interpretability of ICL to model latent concept learned during in-context prompting. |
| Outcome: | The proposed framework can be used for trustworthy-related applications, such as hallucination detection. |