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Junting Pan

Junting Pan has 2 papers in our library, in 2024, most of them on Reasoning, Vision & language; often with Hongsheng Li, Ke Wang, Mingjie Zhan.

2 papers in our library · 2024

OpenAlex · h-index 7 · 14 works · 481 citations OpenAlex, 2026-10-14

📄 2 works in our library · 🔗 Cited 321 times in our library · 1 more in our library without a page yet · ⭐ Paper Stars ranking: #5465

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

Elsewhere: Google Scholar · Semantic Scholar · dblp · ACL Anthology

 Affiliations

🏛️Chinese Academy of Agricultural SciencesBeijing · China2022–2025 · 7 paperscurrent🔬Institute of Agricultural Resources and Regional PlanningBeijing · China2022–2025 · 6 paperscurrent🏢ByteDanceBeijing · China2024 · 2 papers

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 8The field of science this work belongs to (OpenAlex fields).Computer Science · 2 worksMathematics · 1 workApplied Mathematics · 1 workComputational Theory and Mathematics · 1 workComputer Vision and Pattern Recognition · 1 workArtificial Intelligence · 1 workArts and Humanities · 1 workLanguage and Linguistics · 1 work

🧭 Topics 2Research subjects and languages the work is about.Reasoning · 2 worksVision & language · 1 work

 Works by year

2020s

20242 papers

 Papers

The most cited first (OpenAlex and our library).

  1. Measuring Multimodal Mathematical Reasoning with MATH-Vision Dataset (2024 · 203 citations)
    Large Multimodal Models (LMMs) now score close to people on MathVista, the most widely used benchmark for visual math reasoning.
  2. Step-Controlled DPO: Leveraging Stepwise Error for Enhanced Mathematical Reasoning (2024 · 23 citations)
    Standard DPO for math reasoning labels whole solutions as good or bad based only on the final answer. This coarse signal does not show the model where a reasoning chain breaks down, and human step-level annotation is costly. The authors propose Step-Controlled DPO (SCDPO), which builds step-level error supervision…

All works

3 works of theirs in our library, the most cited first; 2 with a page here, the others link their original until we summarise them.

  1. SAM 2: Segment Anything in Images and Videos ↗arXiv (Cornell University) · no summary yetNikhila Ravi et al.2024 · 426 citations
  2. Measuring Multimodal Mathematical Reasoning with MATH-Vision DatasetConference on Neural Information Processing Systems (NeurIPS)Ke Wang, Junting Pan, Weikang Shi, et al.2024 · 203 citations
  3. Step-Controlled DPO: Leveraging Stepwise Error for Enhanced Mathematical ReasoningarXiv:2407.00782Zimu Lu, Aojun Zhou, Ke Wang, et al.2024 · 23 citations

 Co-authors here

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

Venues

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

 Cited by

Papers of our library cite their works 321 times (of the 149,439 papers whose bibliographies we read); 66 citing papers with a page here →.

Updated

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