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Ma, Zixian

  1. SugarCrepe: Fixing Hackable Benchmarks for Vision-Language Compositionality
    2023/06/26 by Cheng-Yu Hsieh, Hsieh, Cheng-Yu, Jieyu Zhang +7 · 36 citations
    Computer Science · #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Text Readability and Simplification #Topic Modeling
  2. CREPE: Can Vision-Language Foundation Models Reason Compositionally?
    2022/12/13 by Zixian Ma, Ma, Zixian, Jerry Hong +9 · 25 citations
    Computer Science · #Multimodal Machine Learning Applications #Advanced Image and Video Retrieval Techniques #Domain Adaptation and Few-Shot Learning
  3. NaturalBench: Evaluating Vision-Language Models on Natural Adversarial Samples
    2024/10/18 by Li, Baiqi, Lin, Zhiqiu, Peng, Wenxuan +7 · 19 citations
    #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  4. m&m's: A Benchmark to Evaluate Tool-Use for multi-step multi-modal Tasks
    2024/03/17 by Zixian Ma, Weikai Huang, Ma, Zixian +7 · 12 citations
    Computer Science · #Speech and dialogue systems
  5. Coarse Correspondences Boost Spatial-Temporal Reasoning in Multimodal Language Model
    2024/08/01 by Benlin Liu, Yuhao Dong, Liu, Benlin +13 · 6 citations
    Computer Science · Engineering · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Robotics and Automated Systems #Speech and dialogue systems
  6. LATTE: Learning to Think with Vision Specialists
    2024/12/07 by Zixian Ma, Ma, Zixian, Jianguo Zhang +21 · 8 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
  7. Task Me Anything
    2024/06/17 by Jieyu Zhang, Zhang, Jieyu, Weikai Huang +17 · 4 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Topic Modeling
  8. Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations
    2025/06/05 by Linjie Li, Li, Linjie, Mahtab Bigverdi +12 · 7 citations
    Computer Science · Engineering · #Computer Vision and Pattern Recognition (cs.CV) #Constraint Satisfaction and Optimization #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Spatial Cognition and Navigation
  9. ProVision: Programmatically Scaling Vision-centric Instruction Data for Multimodal Language Models
    2024/12/09 by Jieyu Zhang, Zhang, Jieyu, Le Xue +25 · 4 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Speech and dialogue systems
  10. Benchmarking Large Language Models on Multiple Tasks in Bioinformatics NLP with Prompting
    2025/03/06 by Jiang, Jiyue, Chen, Pengan, Wang, Jiuming +13 · 3 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
  11. Reinforced Visual Perception with Tools
    2025/09/01 by Zhou, Zetong, Chen, Dongping, Ma, Zixian +6 · 9 citations
    #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  12. ELIGN: Expectation Alignment as a Multi-Agent Intrinsic Reward
    2022/10/09 by Zixian Ma, Ma, Zixian, Rose Wang +7 · 1 citation
    Medicine · Social Sciences · #Mosquito-borne diseases and control #Evolutionary Game Theory and Cooperation
  13. Explain Before You Answer: A Survey on Compositional Visual Reasoning
    2025/08/24 by Ke, Fucai, Hsu, Joy, Cai, Zhixi +10 · 6 citations
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  14. Completion ≠ Collaboration: Scaling Collaborative Effort with Agents
    2025/10/29 by Shen, Shannon Zejiang, Chen, Valerie, Gu, Ken +11 · 1 citation
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
  15. Biological Sequence with Language Model Prompting: A Survey
    2025/03/06 by Jiang, Jiyue, Wang, Zikang, Shan, Yuheng +5 · 1 citation
    #Computation and Language (cs.CL) #FOS: Computer and information sciences