Hengshu Zhu
Hengshu Zhu has 3 papers in our library, in 2025–2026, most of them on Language models & pretraining, Reasoning, Knowledge graphs & ontologies; often with Chuan Qin, Xi Chen, Chen Zhu.
OpenAlex · ORCID · Wikidata · h-index 45 · 246 works · 14,012 citations OpenAlex, 2026-10-14
📄 3 works in our library · 🔗 Cited 75 times in our library · 2 more in our library without a page yet · ⭐ Paper Stars ranking: #7096
Affiliations
Fields, topics and concepts
📚 Shelves 5The field of science this work belongs to (OpenAlex fields).Arts and Humanities · 3 worksComputer Science · 3 worksArtificial Intelligence · 3 worksLanguage and Linguistics · 3 worksComputer Vision and Pattern Recognition · 2 works
🧭 Topics 3Research subjects and languages the work is about.Knowledge graphs & ontologies · 1 workReasoning · 1 workLanguage models & pretraining · 1 work
Works by year
2020s
Papers
- KG-Agent: An Efficient Autonomous Agent Framework for Complex Reasoning over Knowledge Graph (2025 · 78 citations)
Large language models struggle with multi-hop, knowledge-heavy questions when they rely only on their parameters. - 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…
All works
- Relational Graph Neural Network with Hierarchical Attention for Knowledge Graph Completion ↗Proceedings of the AAAI Conference on Artificial Intelligence · no summary yetZhao Zhang et al.2020 · 198 citations
- Interactive Attention Transfer Network for Cross-Domain Sentiment Classification ↗Proceedings of the AAAI Conference on Artificial Intelligence · no summary yetKai Zhang et al.2019 · 138 citations
- KG-Agent: An Efficient Autonomous Agent Framework for Complex Reasoning over Knowledge GraphAnnual Meeting of the Association for Computational Linguistics (ACL)Jinhao Jiang, Kun Zhou, Wayne Xin Zhao, et al.2025 · 78 citations
- TLSA: LLM-Guided Text-Label Space Alignment with Contrastive Learning for Generalized Category DiscoveryAnnual Meeting of the Association for Computational Linguistics (ACL)Wenxi Xu, Chuan Qin, Xi Chen, et al.2026 · 4 citations
- BOLT: Benchmarking Open-World Learning for Text ClassificationFindings of the Association for Computational LinguisticsChuan Qin, Xi Chen, Jinpeng Li, et al.2026 · 1 citation
Co-authors here
- Chuan Qin ×2
- Xi Chen ×2
- Chen Zhu
- Ji-Rong Wen
- Jinhao Jiang
- Jinpeng Li
- Kun Zhou
- Wayne Xin Zhao
- Yang Song
- Yuanchun Zhou
Venues
- Annual Meeting of the Association for Computational Linguistics (ACL) ×2: ACL 2026, ACL 2025
- Proceedings of the AAAI Conference on Artificial Intelligence ×2
- Findings of the Association for Computational Linguistics: Findings of the Association for Computational Linguistics 2026
Cited by
Updated
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