Hanqing Lu
Hanqing Lu has 3 papers in our library, in 2025–2026, most of them on Language models & pretraining, Information retrieval & search; often with Hui Liu, Shenglai Zeng, Tianqi Zheng.
OpenAlex · h-index 12 · 32 works · 548 citations OpenAlex, 2026-10-14
📄 3 works in our library · 🔗 Cited 16 times in our library · ⭐ Paper Stars ranking: #8989
Affiliations
Fields, topics and concepts
📚 Shelves 6The field of science this work belongs to (OpenAlex fields).Arts and Humanities · 3 worksComputer Science · 3 worksArtificial Intelligence · 3 worksLanguage and Linguistics · 3 worksInformation Systems · 2 worksComputer Vision and Pattern Recognition · 1 work
🧭 Topics 2Research subjects and languages the work is about.Information retrieval & search · 1 workLanguage models & pretraining · 1 work
Works by year
2020s
Papers
- Towards Knowledge Checking in Retrieval-augmented Generation: A Representation Perspective (2025 · 14 citations)
RAG systems often fail when the retrieved passages are misleading (for example, after PoisonedRAG-style injection of false answers) or only loosely related to the question. LLMs tend to trust such context over what they already know. The authors frame knowledge checking as four tasks: - Towards Context-Robust LLMs: A Gated Representation Fine-tuning Approach (2025 · 5 citations)
LLMs that receive retrieved passages, as in RAG, tend to trust that text too much. Misleading or off-topic passages can override knowledge the model already has. The authors define a "context-robust" LLM by four behaviours: - Trajectory2Task: Training Robust Tool-Calling Agents with Synthesized Yet Verifiable Data for Complex User Intents (2026 · 2 citations)
Tool-calling agents used in customer service often meet users whose requests lack key details, shift during the conversation, or break system policy.
Co-authors here
- Hui Liu ×2
- Shenglai Zeng ×2
- Tianqi Zheng ×2
- Yue Xing ×2
- Chen Luo
- Jiankun Zhang
- Jiliang Tang
- Jing Huang
- Jiri Gesi
- Kai Guo
- Monica Xiao Cheng
- Pei Chen
Venues
- Annual Meeting of the Association for Computational Linguistics (ACL) ×2: ACL 2026, ACL 2025
- Conference of the North American Chapter of the Association for Computational Linguistics (NAACL): NAACL 2025
Cited by
Updated
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