Zhefan Wang
Zhefan Wang has 2 papers in our library, in 2024–2026, most of them on Language models & pretraining, Reasoning; often with Chuhan Wu, Gang Li, Jinzhe Li.
OpenAlex · ORCID · Wikidata · h-index 4 · 18 works · 123 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 15 times in our library · ⭐ Paper Stars ranking: #10323
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 worksComputer Vision and Pattern Recognition · 2 worksLanguage and Linguistics · 2 works
🧭 Topics 2Research subjects and languages the work is about.Language models & pretraining · 2 worksReasoning · 1 work
Works by year
2020s
Papers
- StepTool: Enhancing Multi-Step Tool Usage in LLMs via Step-Grained Reinforcement Learning (2024 · 20 citations)
Large language models still have trouble calling external APIs reliably over several turns. Most earlier work trains them with supervised fine-tuning on expert trajectories. That approach treats tool use as plain text generation and ignores that it is a sequence of decisions. StepTool instead casts tool learning as a… - Knowledge-to-Verification: Exploring RLVR for LLMs in Knowledge-Intensive Domains (2026)
RLVR has improved LLM reasoning mainly in math and code, where answers can be checked automatically. Fields such as agriculture, law and medicine lack such checkable data, and answer-only rewards are sparse and tolerate flawed reasoning. The authors propose K2V (Knowledge-to-Verification) to address both gaps. K2V…
Co-authors here
Venues
- Annual Meeting of the Association for Computational Linguistics (ACL): ACL 2026
- ACM International Conference on Information and Knowledge Management (CIKM): CIKM 2024
Cited by
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