Liliang Ren
Liliang Ren has 2 papers in our library, in 2018–2024, most of them on Language models & pretraining, Dialogue systems; often with Chen Liang, Kai Yu, Kaige Xie.
OpenAlex · ORCID · h-index 1 · 6 works · 8 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 107 times in our library · ⭐ Paper Stars ranking: #5297
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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 2Research subjects and languages the work is about.Dialogue systems · 1 workLanguage models & pretraining · 1 work
Works by year
2020s
2010s
Papers
- Towards Universal Dialogue State Tracking (2018 · 191 citations)
The paper tackles dialogue state tracking (DST), which means estimating a user's goal as slot-value pairs at each turn of a task-oriented spoken dialogue. - Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling (2024 · 59 citations)
Language models struggle with very long inputs. Full attention scales quadratically with sequence length, while state space models (SSMs) are linear but recall specific details poorly. The authors propose Samba, a hybrid that stacks Mamba layers, SwiGLU MLPs and Sliding Window Attention (SWA, window 2048) in…
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