Rui Hou
Rui Hou has 4 papers in our library, in 2022–2024, most of them on Language models & pretraining, Multilingual & cross-lingual NLP, Bias, fairness & safety; often with Madian Khabsa, Yuning Mao, Jiawei Han.
OpenAlex · ORCID · h-index 7 · 19 works · 249 citations OpenAlex, 2026-10-14
📄 4 works in our library · 🔗 Cited 368 times in our library · ⭐ Paper Stars ranking: #3248
Affiliations
Concepts, shelves and topics
📚 Shelves 5The field of science this work belongs to (OpenAlex fields).Arts and Humanities · 4 worksComputer Science · 4 worksArtificial Intelligence · 4 worksLanguage and Linguistics · 4 worksComputer Vision and Pattern Recognition · 1 work
🧭 Topics 3Research subjects and languages the work is about.Language models & pretraining · 4 worksMultilingual & cross-lingual NLP · 1 workBias, fairness & safety · 1 work
Works by year
2020s
Papers
- Effective Long-Context Scaling of Foundation Models (2023 · 177 citations)
In 2023, strong long-input handling was mostly available through proprietary APIs. Earlier open attempts to extend context were usually judged only by perplexity or synthetic probes, and they often lost quality on short tasks. This Meta paper introduces Llama 2 Long, a family of 7B–70B models built by continuing to… - UniPELT: A Unified Framework for Parameter-Efficient Language Model Tuning (2022 · 162 citations)
Parameter-efficient language model tuning (PELT) methods adapt a frozen pre-trained model by training only a tiny set of parameters. - XLM-V: Overcoming the Vocabulary Bottleneck in Multilingual Masked Language Models (2023 · 117 citations)
Multilingual encoders such as XLM-R have grown in depth and parameter count, yet their vocabularies have stayed near 250K tokens shared by more than 100 languages. - MART: Improving LLM Safety with Multi-round Automatic Red-Teaming (2024 · 79 citations)
Making LLMs safe usually depends on human red-teaming, where many annotators spend months writing attack prompts and safe answers.
Co-authors here
- Madian Khabsa ×4
- Yuning Mao ×3
- Jiawei Han ×2
- Amjad Almahairi
- Barlas Oguz
- Chunting Zhou
- Davis Liang
- Han Fang
- Hila Gonen
- Jingyu Liu
- Louis Martin
- Luke Zettlemoyer
Venues
- Annual Meeting of the Association for Computational Linguistics (ACL): ACL 2022
- Conference on Empirical Methods in Natural Language Processing (EMNLP): EMNLP 2023
- Conference of the North American Chapter of the Association for Computational Linguistics (NAACL): NAACL 2024
Cited by
Updated
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