Rui Pan
Rui Pan has 2 papers in our library, in 2023–2024, most of them on Language models & pretraining; often with Hanze Dong, Jipeng Zhang, Shizhe Diao.
OpenAlex · ORCID · h-index 7 · 28 works · 110 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 314 times in our library · 2 more in our library without a page yet · ⭐ Paper Stars ranking: #4095
Affiliations
Concepts, shelves and topics
📚 Shelves 6The field of science this work belongs to (OpenAlex fields).Artificial Intelligence · 2 worksArts and Humanities · 2 worksComputer Science · 2 worksLanguage and Linguistics · 2 worksSafety Research · 1 workSocial Sciences · 1 work
🧭 Topics 1Research subjects and languages the work is about.Language models & pretraining · 1 work
Works by year
2020s
Papers
- RAFT: Reward rAnked FineTuning for Generative Foundation Model Alignment (2023 · 239 citations)
Aligning generative foundation models with human preferences usually relies on RLHF with PPO. PPO is unstable and sample-inefficient, and it must keep several large models in memory at once (policy, reference, reward, critic). The authors propose RAFT (Reward rAnked FineTuning), a simpler alternative that repeats… - Mitigating the Alignment Tax of RLHF (2024 · 82 citations)
RLHF makes LLMs follow human preferences, but it also tends to erode skills learned in pre-training. This loss is called the alignment tax. The authors measured it by aligning OpenLLaMA-3B on the Anthropic helpfulness/harmlessness data with Rejection Sampling Fine-tuning (RSF) and DPO. They then tracked performance…
All works
- RAFT: Reward rAnked FineTuning for Generative Foundation Model AlignmentarXiv:2304.06767Hanze Dong, Wei Xiong, Deepanshu Goyal, et al.2023 · 239 citations
- Mitigating the Alignment Tax of RLHFConference on Empirical Methods in Natural Language Processing (EMNLP)Yong Lin, Hangyu Lin, Wei Xiong, et al.2024 · 82 citations
- TheoremLlama: Transforming General-Purpose LLMs into Lean4 ExpertsarXiv:2407.03203 · original ↗ · no summary yetRuida Wang et al.2024 · 50 citations
- Entropy-Regularized Process Reward ModelarXiv:2412.11006 · original ↗ · no summary yetHanning Zhang et al.2024 · 17 citations
Co-authors here
- Hanze Dong ×2
- Jipeng Zhang ×2
- Shizhe Diao ×2
- Wei Xiong ×2
- Hangyu Lin
- Haoxiang Wang
- Kashun Shum
- Tong Zhang
- Yong Lin
Venues
Cited by
Updated
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