Chuan Qin
Chuan Qin has 2 papers in our library, in 2026, most of them on Language models & pretraining; often with Hengshu Zhu, Xi Chen, Jinpeng Li.
OpenAlex · h-index 2 · 4 works · 9 citations OpenAlex, 2026-10-14
Affiliations
🏛️Chinese Academy of SciencesBeijing ·
China2026 · 4 papers🔬Computer Network Information CenterBeijing ·
China2026 · 4 papers🎓University of Chinese Academy of SciencesBeijing ·
China2026 · 4 papers
Fields, topics and concepts
📚 Shelves 5The field of science this work belongs to (OpenAlex fields).Arts and Humanities · 2 worksComputer Science · 2 worksArtificial Intelligence · 2 worksLanguage and Linguistics · 2 worksComputer Vision and Pattern Recognition · 1 work
🧭 Topics 1Research subjects and languages the work is about.Language models & pretraining · 1 work
Works by year
2020s
Papers
- TLSA: LLM-Guided Text-Label Space Alignment with Contrastive Learning for Generalized Category Discovery (2026 · 4 citations)
Generalized Category Discovery (GCD) trains a classifier on a small labeled set of known classes plus a large unlabeled pool that also contains unseen classes. The model must recognize the known classes and also form the new ones. The authors identify three weaknesses in current methods: - BOLT: Benchmarking Open-World Learning for Text Classification (2026 · 1 citation)
Open-world text classification requires models to handle classes absent from training. Evaluation in this area has been fragmented. Most studies test on a few English intent datasets such as Banking and CLINC, and papers differ in how many classes are treated as known, how much data is labeled, and which metrics they…
Co-authors here
Venues
- Annual Meeting of the Association for Computational Linguistics (ACL): ACL 2026
- Findings of the Association for Computational Linguistics: Findings of the Association for Computational Linguistics 2026
Updated
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