Ruihui Hou
Ruihui Hou has 2 papers in our library, in 2026, most of them on Language models & pretraining, Dialogue systems; often with Tong Ruan, ChunMing Wang, Guangya Yu.
OpenAlex · ORCID · h-index 2 · 22 works · 21 citations OpenAlex, 2026-10-14
Affiliations
Fields, topics and concepts
📚 Shelves 12The field of science this work belongs to (OpenAlex fields).Computer Science · 2 worksArtificial Intelligence · 1 workArts and Humanities · 1 workChemistry · 1 workComputational Theory and Mathematics · 1 workComputer Vision and Pattern Recognition · 1 workHealth Informatics · 1 workLanguage and Linguistics · 1 workMaterials Chemistry · 1 workMaterials Science · 1 workMedicine · 1 workPhysical and Theoretical Chemistry · 1 work
🧭 Topics 2Research subjects and languages the work is about.Dialogue systems · 1 workLanguage models & pretraining · 1 work
Works by year
2020s
Papers
- Experience is the Teacher: Reusing Atomic Thoughts from LLMs to Improve Medical Dialogue (2026)
LLMs used as doctor simulators tend to reason in one of two weak ways. Fixed, expert-written reasoning templates are rigid. Long test-time-scaling chains, as in R1-style models, are wasteful. This paper adapts the idea of reusable "atomic thoughts" (small, composable reasoning units) to medical dialogue. - MCLE-Mol: Empowering LLM with Molecular Comprehension and Low-Cost Continual Evolution for Interpretable Property Prediction (2026)
Large language models could make molecular property prediction (MPP) explainable. However, they have trouble connecting molecular structure to activity. Earlier methods that supply structural hints also tend to treat chance co-occurrences in training data as chemical laws. MCLE-Mol addresses this with a framework…
Co-authors here
Venues
- Findings of the Association for Computational Linguistics ×2: Findings of the Association for Computational Linguistics 2026 ×2
Updated
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