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Misuk Kim

5 accepted papers

2025

From Curiosity to Clarity : Exploring the Impact of Consecutive Why-Questions

NAACL 2025findings

Humans attempt to understand the real world by asking the fundamental question ”Why?” when faced with incomprehensible situations in everyday life. Such why-questions provide essential knowledge that can help in understanding these situations. In this study, we conducted an end-to-end process to ver…

2025

Lightweight Query Checkpoint: Classifying Faulty User Queries to Mitigate Hallucinations in Large Language Model Question Answering

ACL 2025finding

Question Answering (QA) with large language models has shown impressive performance, yet hallucinations still persist, particularly when user queries carry incorrect premises, insufficient context, or linguistic ambiguity. To address this issue, we propose Lightweight Query Checkpoint (LQC), a small…

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2024

ESG-Kor: A Korean Dataset for ESG-related Information Extraction and Practical Use Cases

EMNLP 2024finding

With the expansion of pre-trained language model usage in recent years, the importance of datasets for performing tasks in specialized domains has significantly increased. Therefore, we have built a Korean dataset called ESG-Kor to automatically extract Environmental, Social, and Governance (ESG) in…

2024

Hierarchical Graph Convolutional Network Approach for Detecting Low-Quality Documents

COLING 2024main

Consistency within a document is a crucial feature indicative of its quality. Recently, within the vast amount of information produced across various media, there exists a significant number of low-quality documents that either lack internal consistency or contain content utterly unrelated to their…

2022

Mismatch between Multi-turn Dialogue and its Evaluation Metric in Dialogue State Tracking

ACL 2022short

Dialogue state tracking (DST) aims to extract essential information from multi-turn dialog situations and take appropriate actions. A belief state, one of the core pieces of information, refers to the subject and its specific content, and appears in the form of domain-slot-value. The trained model p…