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← Authors

Sangmin Song

3 papers · 2024–2025 · 3 conferences · across top CS/AI conferences

Achievements

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🌍 Conference Polyglot (3) 🌉 Interdisciplinary Bridge 🐝 Cross-Pollinator (15)

Conferences

COLING (1) EACL (1) EMNLP (1)

Top co-authors

YoungBin Kim (3) Juhwan Choi (3) Kyohoon Jin (2) Junho Lee (2) JungMin Yun (1)

Keywords

data augmentation (2) neural network optimization (1) dialogue state tracking (1) label smoothing (1) decision boundary (1) pretrained language model (1) latent feature (1) text augmentation (1) large language model (1) multi-user dialogue (1) zero-shot learning (1) low-resource regime (1)

Papers

Beyond Single-User Dialogue: Assessing Multi-User Dialogue State Tracking Capabilities of Large Language Models EMNLP 2025 Enhancing Effectiveness and Robustness in a Low-Resource Regime via Decision-Boundary-aware Data Augmentation COLING 2024 AutoAugment Is What You Need: Enhancing Rule-based Augmentation Methods in Low-resource Regimes EACL 2024