Tyler A. Chang
Tyler A. Chang has 3 papers in our library, in 2022–2024, most of them on Language models & pretraining, Multilingual & cross-lingual NLP, Low-resource languages; often with Benjamin Bergen, Zhuowen Tu.
OpenAlex · h-index 8 · 38 works · 681 citations OpenAlex, 2026-10-14
📄 3 works in our library · 🔗 161 citations in our library · 1 more in our library without a page yet · ⭐ Paper Star rank #4125
Affiliations
Concepts, shelves and topics
📚 Shelves 4 Artificial Intelligence · 3 works Arts and Humanities · 3 works Computer Science · 3 works Language and Linguistics · 3 works
🧭 Topics 3 Language models & pretraining · 3 works Multilingual & cross-lingual NLP · 2 works Low-resource languages · 1 work
Works by year
2020s
Papers
- Language Model Behavior: A Comprehensive Survey (2024 · 148 citations)
Transformer language models are now deployed widely, often with little or no task-specific tuning, but their outputs remain hard to predict, and the research on their behavior is scattered across hundreds of papers. - When Is Multilinguality a Curse? Language Modeling for 250 High- and Low-Resource Languages (2024 · 85 citations)
Multilingual language models are often used to support low-resource languages, but there is little direct evidence about how sharing a model with other languages affects modeling quality in any single language. - The Geometry of Multilingual Language Model Representations (2022 · 82 citations)
Multilingual language models are often described as mapping all languages into one common space. They also keep language-specific signals, and it has been unclear how both coexist geometrically. Chang, Tu and Bergen study this in XLM-R. They feed it OSCAR web text in 88 languages and use SVD to build a mean-shifted…
All works
- Language Model Behavior: A Comprehensive SurveyTyler A. Chang, Benjamin K. BergenComputational Linguistics · 148 citations
- When Is Multilinguality a Curse? Language Modeling for 250 High- and Low-Resource LanguagesTyler A. Chang, Catherine Arnett, Zhuowen Tu, et al.Conference on Empirical Methods in Natural… · 85 citations
- The Geometry of Multilingual Language Model RepresentationsTyler A. Chang, Zhuowen Tu, Benjamin K. BergenConference on Empirical Methods in Natural… · 82 citations
- Encodings of Source Syntax: Similarities in NMT Representations Across Target Languages (original ↗)Tyler A. Chang, Anna Rafferty2020 · Proceedings of the 5th Workshop on… · 4 citations · no summary yet
Co-authors here
Venues
- Conference on Empirical Methods in Natural Language… ×2: 2024, 2022
- Computational Linguistics: 2024
- Proceedings of the 5th Workshop on Representation Learning…
Cited by
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