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Posts
About Me
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Hi! This is Shuyu.
portfolio
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publications
From Behavioral Performance to Internal Competence: Interpreting Vision-Language Models with VLM-Lens
Published in Conference on Empirical Methods in Natural Language Processing: System Demonstrations, 2025
We introduce VLM-Lens, a toolkit designed to enable systematic benchmarking, analysis, and interpretation of vision-language models (VLMs) by supporting the extraction of intermediate outputs from any layer during the forward pass of open-source VLMs.
Recommended citation: Hala Sheta, Eric Haoran Huang, Shuyu Wu, Ilia Alenabi, Jiajun Hong, Ryker Lin, Ruoxi Ning, Daniel Wei, Jialin Yang, Jiawei Zhou, Ziqiao Ma, and Freda Shi. 2025. "From Behavioral Performance to Internal Competence: Interpreting Vision-Language Models with VLM-Lens." In Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: System Demonstrations, pages 886–895, Suzhou, China. Association for Computational Linguistics.
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The Mechanistic Emergence of Symbol Grounding in Language Models
Published in Forty-Third International Conference on Machine Learning, 2026
This paper is about whether and how symbol grounding emerge in (multimodel) language models.
Recommended citation: Shuyu Wu, Ziqiao Ma, Xiaoxi Luo, Yidong Huang, Josue Torres-Fonseca, Freda Shi, Joyce Chai. "The Mechanistic Emergence of Symbol Grounding in Language Models. 2026." Proceedings of the 43rd International Conference on Machine Learning, PMLR 306:136502-136521, 2026.
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talks
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teaching
VG 101 FA21
Undergraduate course, Shanghai Jiao Tong University, 2021
Teaching assistant in VG 101 (ENGR 1010J), Introduction to Computer and Programming, at UM-SJTU Joint Institute. Instructor: Professor Jigang Wu
VE 401 SU22
Undergraduate course, Shanghai Jiao Tong University, 2022
Teaching assistant in VE 401 (ECE 4010J), Probabilistic Methods in Engineering, at UM-SJTU Joint Institute. Instructor: Professor Horst Hohberger
VV 286 FA22
Undergraduate course, Shanghai Jiao Tong University, 2022
Teaching assistant in VV 286 (MATH 2860J), Honors Mathematics IV (Ordinary Differential Equations), at UM-SJTU Joint Institute. Instructor: Professor Horst Hohberger