Wanrong Zhu
Wanrong Zhu has 3 papers in our library, in 2023–2024, most of them on Language models & pretraining, Vision & language; often with Jack Hessel, Jenia Jitsev, Michael Saxon.
OpenAlex · ORCID · h-index 12 · 54 works · 594 citations OpenAlex, 2026-10-14
📄 3 works in our library · 🔗 Cited 267 times in our library · 1 more in our library without a page yet · ⭐ Paper Stars ranking: #4590
Affiliations
Fields, topics and concepts
📚 Shelves 5The 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 works
🧭 Topics 2Research subjects and languages the work is about.Language models & pretraining · 2 worksVision & language · 2 works
💡 Concepts 1Key ideas and methods explained on our concept pages.Topic modeling · 1 work
Works by year
2020s
Papers
- OpenFlamingo: An Open-Source Framework for Training Large Autoregressive Vision-Language Models (2023 · 222 citations)
Strong autoregressive vision-language models like DeepMind's Flamingo accept mixed sequences of images and text, which allows in-context learning from a few demonstrations. - Large Language Models Are Latent Variable Models: Explaining and Finding Good Demonstrations for In-Context Learning (2023 · 116 citations)
In-context learning in LLMs depends heavily on which few-shot demonstrations are chosen. Existing theories of why it works have mostly been tested on synthetic data and toy Transformers. This paper treats real-world LLMs as implicit latent variable models, similar to topic models. In this view, the prompt lets the… - MMSci: A Dataset for Graduate-Level Multi-Discipline Multimodal Scientific Understanding (2024 · 20 citations)
Large Vision Language Models (LVLMs) are increasingly pitched as research assistants, but existing benchmarks mostly test simple charts or figures from a narrow set of fields.
All works
- OpenFlamingo: An Open-Source Framework for Training Large Autoregressive Vision-Language ModelsarXiv:2308.01390Anas Awadalla, Irena Gao, Josh Gardner, et al.2023 · 222 citations
- Large Language Models Are Latent Variable Models: Explaining and Finding Good Demonstrations for In-Context LearningConference on Neural Information Processing Systems (NeurIPS)Xinyi Wang, Wanrong Zhu, Michael Saxon, et al.2023 · 116 citations
- Multimodal Text Style Transfer for Outdoor Vision-and-Language Navigation ↗Proceedings of the 16th Conference of the European Chapter of the Association for Computational Linguistics: Main Volume · no summary yetWanrong Zhu et al.2021 · 40 citations
- MMSci: A Dataset for Graduate-Level Multi-Discipline Multimodal Scientific UnderstandingarXiv:2407.04903Zekun Li, Xianjun Yang, Kyuri Choi, et al.2024 · 20 citations
Co-authors here
- Jack Hessel
- Jenia Jitsev
- Michael Saxon
- Samir Yitzhak Gadre
- Simon Kornblith
- William Yang Wang
- Xianjun Yang
- Xifeng Yan
- Xinyi Wang
- Yonatan Bitton
- Zekun Li
Venues
- Conference on Neural Information Processing Systems (NeurIPS): NeurIPS 2023
- Proceedings of the 16th Conference of the European Chapter of the Association for Computational Linguistics: Main Volume
Cited by
Updated
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