Xiaozhe Ren
Xiaozhe Ren has 2 papers in our library, in 2021–2023, most of them on Language models & pretraining; often with Xiaoda Zhang, Chen Li, Hui Wang.
OpenAlex · ORCID · Wikidata · h-index 11 · 30 works · 530 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 105 times in our library · ⭐ Paper Stars ranking: #5683
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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 1Research subjects and languages the work is about.Language models & pretraining · 2 works
Works by year
2020s
Papers
- PanGu-α: Large-scale Autoregressive Pretrained Chinese Language Models with Auto-parallel Computation (2021 · 161 citations)
GPT-3 showed that huge autoregressive models can solve many tasks from only a few examples, or none. However, it was trained mainly on English and is reachable only through a restricted API. This technical report presents PanGu-α, a family of Chinese autoregressive language models scaling up to 200 billion… - PanGu-{\Sigma}: Towards Trillion Parameter Language Model with Sparse Heterogeneous Computing (2023 · 40 citations)
PanGu-Σ is a Huawei technical report on training a trillion-parameter language model on limited hardware. Sparse Mixture-of-Experts models usually suffer from unbalanced expert load and costly all-to-all communication, and offloading work to the host CPU tends to reduce throughput. The authors start from PanGu-α…
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