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Sangmin Song

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

Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.

Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze

Venues

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

Top co-authors

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

Research topics

Machine Learning (3) Application Areas (3) Optimization & Theory (2) Natural Language Processing (1) Generation (1) Learning Types (1)

Keywords

data augmentation (2) neural network optimization (1) dialogue state tracking (1) label smoothing (1) decision boundary (1) pre-trained 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 AutoAugment Is What You Need: Enhancing Rule-based Augmentation Methods in Low-resource Regimes EACL 2024 Enhancing Effectiveness and Robustness in a Low-Resource Regime via Decision-Boundary-aware Data Augmentation COLING 2024