PPaperPicks

Mengyu Zhou

16 papers at tracked venues · 9 at CORE A* · active 2024–2026

Venues

Frequent coauthors

Shi Han
×15
Dongmei Zhang
×15
Haoyu Dong
×8
Yeye He
×5
Xiaojun Ma
×4
Xinyi He
×4
Yihao Liu
×3
Zejian Yuan
×3
Jiaru Zou
×3
Hanbing Liu
×2
Lang Cao
×2
Junjie Xing
×2

Papers

  1. From Task to Tutorial: An Automated GUI Framework for Excel Tutorial Document and Video Creation
    FSE 2026 ·
    Yuhang Xie
    ,
    Jian Mu
    ,
    Xiaojun Ma
    ,
    Chaoyun Zhang
    ,
    Lu Wang
    , Mengyu Zhou,
    Mugeng Liu
    ,
    Si Qin
    ,
    Qingwei Lin
    ,
    Saravan Rajmohan
    ,
    Shi Han
    ,
    Dongmei Zhang
  2. Jupiter: Enhancing LLM Data Analysis Capabilities via Notebook and Inference-Time Value-Guided Search
    AAAI 2026 ·
    Shuocheng Li
    ,
    Yihao Liu
    ,
    Silin Du
    ,
    Wenxuan Zeng
    ,
    Zhe Xu
    , Mengyu Zhou,
    Yeye He
    ,
    Haoyu Dong
    ,
    Shi Han
    ,
    Dongmei Zhang
  3. MARCH: Multi-Agent Reinforced Check for Hallucination
    ACL 2026 ·
    Zhuo Li
    ,
    Yupeng Zhang
    ,
    Pengyu Cheng
    ,
    Jiajun Song
    , Mengyu Zhou,
    Hao Li
    ,
    Shujie Hu
    ,
    Yu Qin
    ,
    Erchao Zhao
    ,
    Xiaoxi Jiang
    ,
    Guanjun Jiang
  4. Not All Tokens Matter: Towards Efficient LLM Reasoning via Token Significance in Reinforcement Learning
    ACL 2026 ·
    Hanbing Liu
    ,
    Lang Cao
    ,
    Yuanyi Ren
    , Mengyu Zhou,
    Haoyu Dong
    ,
    Xiaojun Ma
    ,
    Shi Han
    ,
    Dongmei Zhang
  5. SheetBrain: A Neuro-Symbolic Agent for Accurate Reasoning over Complex and Large Spreadsheets
    AAAI 2026 ·
    Ziwei Wang
    ,
    Jiayuan Su
    , Mengyu Zhou,
    Huaxing Zeng
    ,
    Mengni Jia
    ,
    Xiao Lv
    ,
    Haoyu Dong
    ,
    Xiaojun Ma
    ,
    Shi Han
    ,
    Dongmei Zhang
  6. MMTU: A Massive Multi-Task Table Understanding and Reasoning Benchmark
    NeurIPS 2025 ·
    Junjie Xing
    ,
    Yeye He
    , Mengyu Zhou,
    Haoyu Dong
    ,
    Shi Han
    ,
    Lingjiao Chen
    ,
    Dongmei Zhang
    ,
    Surajit Chaudhuri
    ,
    H. V. Jagadish
  7. Table-LLM-Specialist: Language Model Specialists for Tables using Iterative Fine-tuning
    EMNLP 2025 ·
    Junjie Xing
    ,
    Yeye He
    , Mengyu Zhou,
    Haoyu Dong
    ,
    Shi Han
    ,
    Dongmei Zhang
    ,
    Surajit Chaudhuri
  8. TableLoRA: Low-rank Adaptation on Table Structure Understanding for Large Language Models
    ACL 2025 ·
    Xinyi He
    ,
    Yihao Liu
    , Mengyu Zhou,
    Yeye He
    ,
    Haoyu Dong
    ,
    Shi Han
    ,
    Zejian Yuan
    ,
    Dongmei Zhang
  9. TablePilot: Recommending Human-Preferred Tabular Data Analysis with Large Language Models
    ACL 2025 ·
    Deyin Yi
    ,
    Yihao Liu
    ,
    Lang Cao
    , Mengyu Zhou,
    Haoyu Dong
    ,
    Shi Han
    ,
    Dongmei Zhang
  10. TwT: Thinking without Tokens by Habitual Reasoning Distillation with Multi-Teachers' Guidance
    EMNLP 2025 ·
    Jingxian Xu
    , Mengyu Zhou,
    Weichang Liu
    ,
    Hanbing Liu
    ,
    Shi Han
    ,
    Dongmei Zhang
  11. CoCoST: Automatic Complex Code Generation with Online Searching and Correctness Testing
    EMNLP 2024 ·
    Xinyi He
    ,
    Jiaru Zou
    ,
    Yun Lin
    , Mengyu Zhou,
    Shi Han
    ,
    Zejian Yuan
    ,
    Dongmei Zhang
  12. Encoding Spreadsheets for Large Language Models
    EMNLP 2024 ·
    Haoyu Dong
    ,
    Jianbo Zhao
    ,
    Yuzhang Tian
    ,
    Junyu Xiong
    , Mengyu Zhou,
    Yun Lin
    ,
    José Cambronero
    ,
    Yeye He
    ,
    Shi Han
    ,
    Dongmei Zhang
  13. PromptIntern: Saving Inference Costs by Internalizing Recurrent Prompt during Large Language Model Fine-tuning
    EMNLP 2024 ·
    Jiaru Zou
    , Mengyu Zhou,
    Tao Li
    ,
    Shi Han
    ,
    Dongmei Zhang
  14. TAP4LLM: Table Provider on Sampling, Augmenting, and Packing Semi-structured Data for Large Language Model Reasoning
    EMNLP 2024 ·
    Yuan Sui
    ,
    Jiaru Zou
    , Mengyu Zhou,
    Xinyi He
    ,
    Lun Du
    ,
    Shi Han
    ,
    Dongmei Zhang
  15. Table Meets LLM: Can Large Language Models Understand Structured Table Data? A Benchmark and Empirical Study
    WSDM 2024 ·
    Yuan Sui
    , Mengyu Zhou,
    Mingjie Zhou
    ,
    Shi Han
    ,
    Dongmei Zhang
  16. Text2Analysis: A Benchmark of Table Question Answering with Advanced Data Analysis and Unclear Queries
    AAAI 2024 ·
    Xinyi He
    , Mengyu Zhou,
    Xinrun Xu
    ,
    Xiaojun Ma
    ,
    Rui Ding
    ,
    Lun Du
    ,
    Yan Gao
    ,
    Ran Jia
    ,
    Xu Chen
    ,
    Shi Han
    ,
    Zejian Yuan
    ,
    Dongmei Zhang