Tao Liu
Tao Liu has 3 papers in our library, in 2019–2026, most of them on Language models & pretraining, Reasoning; often with Runming Yang, Taiqiang Wu, Haotang Deng.
OpenAlex · h-index 0 · 2 works · 0 citations OpenAlex, 2026-10-14
📄 3 works in our library · 🔗 Cited 51 times in our library · ⭐ Paper Stars ranking: #6194
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 · 1 work
🧭 Topics 2Research subjects and languages the work is about.Language models & pretraining · 1 workReasoning · 1 work
Works by year
2020s
2010s
Papers
- UER: An Open-Source Toolkit for Pre-training Models (2019 · 140 citations)
Pre-training models such as ELMO, GPT and BERT differ in their training corpus, encoder architecture, pre-training target and fine-tuning strategy. - Revisiting Model Interpolation for Efficient Reasoning (2026 · 6 citations)
The paper looks at efficient reasoning: how to keep the accuracy of long chain-of-thought models while producing fewer tokens. - ProFit: Leveraging High-Value Signals in SFT via Probability-Guided Token Selection (2026 · 4 citations)
Standard supervised fine-tuning (SFT) trains an LLM to reproduce one reference answer token by token. Valid alternative phrasings are therefore penalized, and the model tends to memorize surface wording. Training on several references per prompt could help, but the authors find it expensive and unstable. They instead…
Co-authors here
- Runming Yang ×2
- Taiqiang Wu ×2
- Haotang Deng
- Hui Chen
- Jiahao Wang
- Junjie Wang
- Ngai Wong
- Qi Ju
- Shaoning Sun
- Wei Lu
- Xi Chen
- Xiaoyong Du
Venues
- Annual Meeting of the Association for Computational Linguistics (ACL): ACL 2026
- Conference on Empirical Methods in Natural Language Processing (EMNLP): EMNLP 2019
- Findings of the Association for Computational Linguistics: Findings of the Association for Computational Linguistics 2026
Cited by
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