Jiancan Wu
Jiancan Wu has 2 papers in our library, in 2024–2026, most of them on Language models & pretraining, Reasoning; often with Xiang Wang, Chang Zhou, Chengpeng Li.
OpenAlex · ORCID · Wikidata · h-index 17 · 65 works · 1,026 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 38 times in our library · ⭐ Paper Stars ranking: #9897
Affiliations
Fields, topics and concepts
📚 Shelves 7The field of science this work belongs to (OpenAlex fields).Arts and Humanities · 2 worksComputer Science · 2 worksArtificial Intelligence · 2 worksLanguage and Linguistics · 2 worksComputational Theory and Mathematics · 1 workComputer Vision and Pattern Recognition · 1 workSignal Processing · 1 work
🧭 Topics 2Research subjects and languages the work is about.Reasoning · 1 workLanguage models & pretraining · 1 work
Works by year
2020s
Papers
- MuggleMath: Assessing the Impact of Query and Response Augmentation on Math Reasoning (2024 · 43 citations)
Open-source LLMs still trail proprietary systems at math word problems. A common remedy is supervised fine-tuning on synthetic data. This paper asks which augmentation strategies matter, how accuracy grows with the amount of synthetic data, and whether gains carry over to other math domains. The authors used… - SepSeq: A Training-Free Framework for Long Numerical Sequence Processing in LLMs (2026 · 1 citation)
Modern LLMs advertise very long context windows, yet they handle long sequences of numbers poorly. Tasks such as counting, filtering, or spotting trends need exact access to every value. The authors trace this failure to attention dispersion: as inputs grow, Softmax spreads attention over many similar numeric tokens…
Co-authors here
- Xiang Wang ×2
- Chang Zhou
- Chengpeng Li
- Chuanqi Tan
- Guanting Dong
- Hongyi Yuan
- Jie Sun
- Jun Zhou
- Keming Lu
- Lintao Ma
- Pengfei Liu
- Xingyu Lu
Venues
- Annual Meeting of the Association for Computational Linguistics (ACL): ACL 2024
- Findings of the Association for Computational Linguistics: Findings of the Association for Computational Linguistics 2026
Cited by
Updated
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