---
title: "Jiansheng Wei — author profile and papers · Reasoning"
description: "Jiansheng Wei, Huawei Technologies: 4 papers on Elamur Research (2026), h-index 1 — affiliations, topics, co-authors and who cites them…"
canonical: "https://research.elamur.ai/free/en/authors/jiansheng-wei/"
---
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# Jiansheng Wei

Jiansheng Wei has 4 papers in our library, in 2026, most of them on [Reasoning](https://md.research.elamur.ai/free/en/topics/reasoning/), [Named entity recognition](https://md.research.elamur.ai/free/en/topics/named-entity-recognition/), [Language models & pretraining](https://md.research.elamur.ai/free/en/topics/language-models/); often with [Xiaojun Meng](https://md.research.elamur.ai/free/en/authors/xiaojun-meng/), [Jun Rao](https://md.research.elamur.ai/free/en/authors/jun-rao/), [Min Zhang](https://md.research.elamur.ai/free/en/authors/min-zhang/).

4 papers in our library · 2026

[OpenAlex](https://openalex.org/A5020889570) · [ORCID](https://orcid.org/0000-0001-7809-0577) · [**h-index 1**](https://openalex.org/authors/A5020889570) · [9 works](https://openalex.org/works?filter=author.id:A5020889570) · [2 citations](https://openalex.org/works?filter=author.id:A5020889570&sort=cited_by_count:desc) OpenAlex, 2026-10-14

[📄 4 works in our library](https://md.research.elamur.ai/free/en/authors/jiansheng-wei/#papers) · [🔗 Cited 5 times in our library](https://md.research.elamur.ai/free/en/authors/jiansheng-wei/cited-by/) · [⭐ Paper Stars ranking: #10098](https://md.research.elamur.ai/free/en/paper-stars/page/101/#star-10098)

The profile is the library's match of the name; two people with one name are not always told apart.

Elsewhere: [Google Scholar](https://scholar.google.com/citations?view_op=search_authors&mauthors=Jiansheng+Wei) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Jiansheng+Wei) · [dblp](https://dblp.org/search?q=Jiansheng+Wei) · [ACL Anthology](https://aclanthology.org/search/?q=Jiansheng+Wei)

## Affiliations

[🏢**Huawei Technologies** Shenzhen · China 2025–2026 · 8 papers*current*](https://md.research.elamur.ai/free/en/companies/huawei-technologies/)

From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine.

## Fields, topics and concepts

Of its works in our library, with the number of works on each.

📚 Shelves 7 The field of science this work belongs to (OpenAlex fields).[Arts and Humanities · 4 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Computer Science · 4 works](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Artificial Intelligence · 4 works](https://md.research.elamur.ai/free/en/shelves/computer-science/artificial-intelligence/) · [Language and Linguistics · 4 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/language-and-linguistics/) · [Computer Vision and Pattern Recognition · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/computer-vision-and-pattern-recognition/) · [Experimental and Cognitive Psychology · 1 work](https://md.research.elamur.ai/free/en/shelves/psychology/experimental-and-cognitive-psychology/) · [Psychology · 1 work](https://md.research.elamur.ai/free/en/shelves/psychology/)

🧭 Topics 4 Research subjects and languages the work is about.[Reasoning · 2 works](https://md.research.elamur.ai/free/en/topics/reasoning/) · [Language models & pretraining · 1 work](https://md.research.elamur.ai/free/en/topics/language-models/) · [Named entity recognition · 1 work](https://md.research.elamur.ai/free/en/topics/named-entity-recognition/) · [Vision & language · 1 work](https://md.research.elamur.ai/free/en/topics/multimodal/)

## Works by year

### 2020s

[**2026** 4 papers](https://md.research.elamur.ai/free/en/authors/jiansheng-wei/year/2026/)

## Papers

The most cited first (OpenAlex and our library).

1. **[Dynamic Sampling that Adapts: Self-Aware Iterative Data Persistent Optimization for Mathematical Reasoning](https://md.research.elamur.ai/free/en/papers/rao-2026-dynamic-sampling-that-adapts-self/)** *(2026 · 4 citations)* Data selection for training math-reasoning LLMs usually depends on fixed difficulty labels or external scorers.
2. **[MathAgent: Adversarial Evolution of Constraint Graphs for Mathematical Reasoning Data Synthesis](https://md.research.elamur.ai/free/en/papers/yu-2026-mathagent-adversarial-evolution-constraint-graphs/)** *(2026 · 3 citations)* Synthetic data for mathematical reasoning is often built either by mutating human-curated seed problems, which limits diversity to the seeds' scope, or by prompting models from scratch, which tends toward repetitive, shallow problems (mode collapse).
3. **[Why Did Apple Fall: Evaluating Curiosity in Large Language Models](https://md.research.elamur.ai/free/en/papers/wang-2026-why-did-apple-fall-evaluating/)** *(2026 · 1 citation)* Curiosity-inspired intrinsic rewards are increasingly used in RL training of LLMs, but it has not been checked whether these models actually behave in curious ways, or whether the reported gains simply come from amplified statistical signals such as entropy.
4. **[Memory-Guided Hard Data Augmentation for Multimodal Named Entity Recognition](https://md.research.elamur.ai/free/en/papers/liu-2026-memory-guided-hard-data-augmentation/)** *(2026)* The paper targets data augmentation for Multimodal Named Entity Recognition (MNER), where images help disambiguate text.

## Co-authors here

12 co-authors with a page, the most papers together first.

- [Xiaojun Meng](https://md.research.elamur.ai/free/en/authors/xiaojun-meng/) ×4
- [Jun Rao](https://md.research.elamur.ai/free/en/authors/jun-rao/) ×2
- [Min Zhang](https://md.research.elamur.ai/free/en/authors/min-zhang/) ×2
- [Yanghua Xiao](https://md.research.elamur.ai/free/en/authors/yanghua-xiao/) ×2
- [Zixiong Yu](https://md.research.elamur.ai/free/en/authors/zixiong-yu/) ×2
- [Bo Xu](https://md.research.elamur.ai/free/en/authors/bo-xu/)
- [Bohan Li](https://md.research.elamur.ai/free/en/authors/bohan-li/)
- [Haoyu Wang](https://md.research.elamur.ai/free/en/authors/haoyu-wang/)
- [Sihang Jiang](https://md.research.elamur.ai/free/en/authors/sihang-jiang/)
- [Xinyu Liu](https://md.research.elamur.ai/free/en/authors/xinyu-liu/)
- [Xuebo Liu](https://md.research.elamur.ai/free/en/authors/xuebo-liu/)
- [Yitong Wang](https://md.research.elamur.ai/free/en/authors/yitong-wang/)

## Venues

Where their works here were published, the most works first, with the editions of those that have a page.

- [Findings of the Association for Computational Linguistics](https://md.research.elamur.ai/free/en/venues/findings/) ×4: [Findings of the Association for Computational Linguistics 2026](https://md.research.elamur.ai/free/en/venues/findings/2026/) ×4

## Cited by

Papers of our library cite their works 5 times (of the 149,439 papers whose bibliographies we read); [3 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/jiansheng-wei/cited-by/).

Updated 1 November 2026
