Papers by Jangho Kim
NormGenesis: Multicultural Dialogue Generation via Exemplar-Guided Social Norm Modeling and Violation Recovery (2025.emnlp-main)
Copied to clipboard
| Challenge: | Social norms govern culturally appropriate behavior in communication, enabling dialogue systems to produce coherent and socially acceptable outputs. |
| Approach: | They propose a framework for generating and annotating socially grounded dialogues in Chinese, English, and Korean. |
| Outcome: | The proposed framework outperforms existing frameworks in refinement quality, dialogue naturalness, and generalization performance. |
VisDoT : Enhancing Visual Reasoning through Human-Like Interpretation Grounding and Decomposition of Thought (2026.findings-eacl)
Copied to clipboard
| Challenge: | Lack of perceptual grounding limits vision-language models' ability to interpret visual data . prior work on visualized data understanding focused on adapting VLMs to instruction tuning and chain-of-thought supervision . |
| Approach: | They propose a framework that enhances visual reasoning through human-like interpretation grounding. |
| Outcome: | The proposed framework improves on ChartQA and ChartQAPro benchmarks by +11.2%. |
Detection of Adversarial Examples in Text Classification: Benchmark and Baseline via Robust Density Estimation (2022.findings-acl)
Copied to clipboard
| Challenge: | Word-level adversarial attacks have shown success in NLP, decreasing performance of transformer-based models with smaller perturbation rate. |
| Approach: | They propose a dataset for four popular attack methods on four datasets and four models to encourage further research in this field. |
| Outcome: | The proposed baseline has the highest auc on 29 out of 30 dataset-attack-model combinations. |