Wenyuan Xu
Wenyuan Xu has 2 papers in our library, in 2025, most of them on Language models & pretraining, Reasoning; often with Yu Yue, Yufeng Yuan, ByteDance Seed.
OpenAlex · ORCID · Wikidata · h-index 12 · 44 works · 429 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 136 times in our library · 1 more in our library without a page yet · ⭐ Paper Stars ranking: #7341
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 2Research subjects and languages the work is about.Reasoning · 1 workLanguage models & pretraining · 1 work
Works by year
2020s
Papers
- Seed1.5-Thinking: Advancing Superb Reasoning Models with Reinforcement Learning (2025 · 62 citations)
Seed1.5-Thinking is a reasoning model from ByteDance Seed. It works through an extended chain of thought before giving its answer. The authors identify three factors behind strong reasoning models: training data, a stable RL algorithm and scalable RL infrastructure. - PAG: Multi-Turn Reinforced LLM Self-Correction with Policy as Generative Verifier (2025 · 8 citations)
LLMs can write elaborate reasoning but are poor at judging whether their own answers are right. Existing fixes have drawbacks. A separate verifier model adds cost. Multi-stage RL pipelines such as SCoRe need a warm-up phase to avoid model collapse, where the second attempt barely differs from the first. PAG instead…
All works
- VAPO: Efficient and Reliable Reinforcement Learning for Advanced Reasoning Tasks ↗arXiv:2504.05118 · no summary yetYu Yue et al.2025 · 68 citations
- Seed1.5-Thinking: Advancing Superb Reasoning Models with Reinforcement LearningarXiv:2504.13914ByteDance Seed, Jiaze Chen, Tiantian Fan, et al.2025 · 62 citations
- PAG: Multi-Turn Reinforced LLM Self-Correction with Policy as Generative VerifierarXiv:2506.10406Yuhua Jiang, Yuwen Xiong, Yufeng Yuan, et al.2025 · 8 citations
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