Yiran Zhong
Yiran Zhong has 3 papers in our library, in 2022–2024, most of them on Language models & pretraining; often with Weixuan Sun, Zhen Qin, Dong Li.
OpenAlex · ORCID · Wikidata · h-index 25 · 92 works · 2,513 citations OpenAlex, 2026-10-14
📄 3 works in our library · 🔗 Cited 221 times in our library · 1 more in our library without a page yet · ⭐ Paper Stars ranking: #6426
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 worksComputer Vision and Pattern Recognition · 2 worksHardware and Architecture · 1 work
🧭 Topics 1Research subjects and languages the work is about.Language models & pretraining · 2 works
Works by year
2020s
Papers
- The Devil in Linear Transformer (2022 · 67 citations)
Kernel-based linear transformers reduce attention cost from quadratic to linear in sequence length, but they usually lose accuracy compared with the standard softmax transformer. - TransNormerLLM: A Faster and Better Large Language Model with Improved TransNormer (2023 · 33 citations)
Linear attention promises to remove the quadratic cost of softmax attention. In practice, earlier linear-attention models have trailed Transformers in language-modeling quality and rarely ran faster on real hardware. The authors close this gap with TransNormerLLM, a redesigned version of their TransNormer… - Lightning Attention-2: A Free Lunch for Handling Unlimited Sequence Lengths in Large Language Models (2024 · 31 citations)
Linear attention should cost O(n) instead of the O(n²) of softmax attention. In causal language modeling, however, existing implementations lose this advantage: the kernel trick needs a cumulative summation (cumsum) that parallelizes poorly on GPUs. Lightning Attention-1 had already reduced the memory-I/O bottleneck…
All works
- The Devil in Linear TransformerConference on Empirical Methods in Natural Language Processing (EMNLP)Zhen Qin, Xiaodong Han, Weixuan Sun, et al.2022 · 67 citations
- TransNormerLLM: A Faster and Better Large Language Model with Improved TransNormerarXiv:2307.14995Zhen Qin, Dong Li, Weigao Sun, et al.2023 · 33 citations
- Lightning Attention-2: A Free Lunch for Handling Unlimited Sequence Lengths in Large Language ModelsarXiv:2401.04658Zhen Qin, Weigao Sun, Dong Li, et al.2024 · 31 citations
- Linear Attention Sequence Parallelism ↗arXiv:2404.02882 · no summary yetWeigao Sun et al.2024 · 12 citations
Co-authors here
- Weixuan Sun ×3
- Zhen Qin ×3
- Dong Li ×2
- Weigao Sun ×2
- Xiaodong Han ×2
- Xuyang Shen ×2
- Dongxu Li
- Lingpeng Kong
- Nick M. Barnes
- Xiao Luo
- Yu Qiao
Venues
Cited by
Updated
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