Tengyang Xie
Tengyang Xie has 2 papers in our library, in 2024, most of them on Language models & pretraining; often with Ahmed Hassan Awadallah, Arindam Mitra, Corby Rosset.
OpenAlex · h-index 9 · 36 works · 268 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 228 times in our library · 1 more in our library without a page yet · ⭐ Paper Stars ranking: #6773
Affiliations
🎓University of Wisconsin–MadisonMadison ·
United States2024–2026 · 9 papers🎓University of Illinois Urbana-ChampaignUrbana ·
United States2018–2022 · 12 papers
Fields, topics and concepts
📚 Shelves 4The field of science this work belongs to (OpenAlex fields).Artificial Intelligence · 2 worksArts and Humanities · 2 worksComputer Science · 2 worksLanguage and Linguistics · 2 works
🧭 Topics 1Research subjects and languages the work is about.Language models & pretraining · 1 work
Works by year
2020s
Papers
- Interpretable Preferences via Multi-Objective Reward Modeling and Mixture-of-Experts (2024 · 153 citations)
Reward models (RMs) in RLHF usually learn from binary pairwise preferences with a Bradley-Terry objective. - Direct Nash Optimization: Teaching Language Models to Self-Improve with General Preferences (2024 · 44 citations)
Standard RLHF, and contrastive shortcuts such as DPO, assume that preferences derive from a scalar reward (e.g., the Bradley-Terry model).
All works
- Interpretable Preferences via Multi-Objective Reward Modeling and Mixture-of-ExpertsFindings of the Association for Computational LinguisticsHaoxiang Wang, Wei Xiong, Tengyang Xie, et al.2024 · 153 citations
- Preference Fine-Tuning of LLMs Should Leverage Suboptimal, On-Policy Data ↗arXiv (Cornell University) · no summary yetFahim Tajwar et al.2024 · 54 citations
- Direct Nash Optimization: Teaching Language Models to Self-Improve with General PreferencesarXiv:2404.03715Corby Rosset, Ching-An Cheng, Arindam Mitra, et al.2024 · 44 citations
Co-authors here
- Ahmed Hassan Awadallah
- Arindam Mitra
- Corby Rosset
- Han Zhao
- Haoxiang Wang
- Michael Santacroce
- Tong Zhang
- Wei Xiong
Venues
- Findings of the Association for Computational Linguistics: Findings of the Association for Computational Linguistics 2024
Cited by
Updated
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