Young Jin Kim
Young Jin Kim has 2 papers in our library, in 2024, most of them on Machine translation; often with Amr Sharaf, Benjamin Van Durme, Chen Liang.
OpenAlex · ORCID · h-index 11 · 25 works · 499 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 532 times in our library · 1 more in our library without a page yet · ⭐ Paper Stars ranking: #5531
Affiliations
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.Machine translation · 1 work
Works by year
2020s
Papers
- Contrastive Preference Optimization: Pushing the Boundaries of LLM Performance in Machine Translation (2024 · 212 citations)
Mid-sized LLMs (7B/13B) translate reasonably well but still trail GPT-4 and the strongest WMT systems. The authors trace part of this gap to supervised fine-tuning (SFT). SFT copies reference translations, so the model can only be as good as those references. It also never teaches the model to avoid output that is… - GRIN: GRadient-INformed MoE (2024 · 7 citations)
Mixture-of-Experts (MoE) models activate only a few expert subnetworks per token. However, the discrete routing step has no true gradient, so standard training substitutes the gating gradient. Large-scale MoE training also usually relies on expert parallelism, which forces capacity limits and discards overflow…
All works
- How Good Are GPT Models at Machine Translation? A Comprehensive Evaluation ↗arXiv:2302.09210 · no summary yetAmr Hendy et al.2023 · 525 citations
- Contrastive Preference Optimization: Pushing the Boundaries of LLM Performance in Machine TranslationarXiv:2401.08417Haoran Xu, Amr Sharaf, Yunmo Chen, et al.2024 · 212 citations
- GRIN: GRadient-INformed MoEarXiv:2409.12136Liyuan Liu, Young Jin Kim, Shuohang Wang, et al.2024 · 7 citations
Co-authors here
- Amr Sharaf
- Benjamin Van Durme
- Chen Liang
- Hao Cheng
- Haoran Xu
- Kenton Murray
- Lingfeng Shen
- Liyuan Liu
- Masahiro Tanaka
- Shuohang Wang
- Vishrav Chaudhary
- Weiting Tan
Cited by
Updated
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