Haowen Liang

4 papers · 2021–2023 · 3 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (10) 🐣 Hot Topic Early Bird

Venues

ACL (2) COLING (1) NAACL (1)

Top co-authors

Xiao-ming Wu (4) Albert Y.S. Lam (3) Lu Fan (2) Liming Zhan (2) Li-Ming Zhan (2) Haode Zhang (2) Xiaolei Lu (1) Albert Lam (1) Bo Liu (1) Yuwei Zhang (1)

Research topics

Machine Learning (4) Natural Language Processing (4) Applications (4) Learning Types · Machine Learning (4) Deep Learning (2) Learning Types · Deep Learning (2) Artificial Intelligence (1) Core AI (1) Core Methods (1) Generation (1) Techniques (1)

Keywords

few-shot learning (3) intent detection (3) task-oriented dialogue (2) out-of-distribution detection (2) pre-trained language model (2) intent classification (2) self-supervised learning (2) task-oriented dialogue system (1) context augmentation (1) supervised pretraining (1) few-shot intent classification (1) few-shot intent detection (1) contrastive learning (1) direct fine-tuning (1) semantic representation (1) feature space (1) discriminative training (1) latent representation (1) continual pre-training (1) dialogue system (1)

Papers

Revisit Few-shot Intent Classification with PLMs: Direct Fine-tuning vs. Continual Pre-training ACL 2023 A Closer Look at Few-Shot Out-of-Distribution Intent Detection COLING 2022 Fine-tuning Pre-trained Language Models for Few-shot Intent Detection: Supervised Pre-training and Isotropization NAACL 2022 Out-of-Scope Intent Detection with Self-Supervision and Discriminative Training ACL 2021