Chengkai Huang
Chengkai Huang has 2 papers in our library, in 2025–2026, most of them on Language models & pretraining, Reasoning, Information retrieval & search; often with Julian McAuley, Lina Yao, Jingbo Shang.
OpenAlex · ORCID · h-index 4 · 30 works · 67 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 5 times in our library · ⭐ Paper Stars ranking: #10536
Affiliations
Fields, topics and concepts
📚 Shelves 6The field of science this work belongs to (OpenAlex fields).Arts and Humanities · 2 worksComputer Science · 2 worksArtificial Intelligence · 2 worksComputer Vision and Pattern Recognition · 2 worksLanguage and Linguistics · 2 worksInformation Systems · 1 work
🧭 Topics 4Research subjects and languages the work is about.Information retrieval & search · 1 workLanguage models & pretraining · 1 workReasoning · 1 workVision & language · 1 work
Works by year
2020s
Papers
- Embedding-Informed Adaptive Retrieval-Augmented Generation of Large Language Models (2025 · 5 citations)
Retrieval-augmented LLMs do not always benefit from external documents. When a model already knows the answer, retrieval adds cost and latency and can even hurt quality. Adaptive RAG (ARAG) tries to retrieve only when needed. Earlier ARAG methods either count entity frequencies in the pre-training corpus, which is… - SceneAlign: Aligning Multimodal Reasoning to Scene Graphs in Complex Visual Scenes (2026)
Multimodal LLMs often produce rationales that sound convincing but are not tied to what the image actually shows.
Co-authors here
Venues
- Annual Meeting of the Association for Computational Linguistics (ACL): ACL 2026
- International Conference on Computational Linguistics (COLING): COLING 2025
Cited by
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