I am interested in natural language processing and artificial intelligence, especially in the following directions:
(1) To make models (agents) capable of continually learning multiple tasks and transferring knowledge.
(2) To make models (agents) more robust, interpretable and efficient.
(3) To enable models (agents) to benefit from and for other modalities and humans.
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Attacking Vision-Language Computer Agents via Pop-ups
Yanzhe Zhang,
Tao Yu,
Diyi Yang
Preprint, 2024
code / bibtex
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Sketch2Code: Evaluating Vision-Language Models for Interactive Web Design Prototyping
Ryan Li,
Yanzhe Zhang,
Diyi Yang
Preprint, 2024
website / code / bibtex
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Distilling an End-to-End Voice Assistant from Speech Recognition Data
Will Held,
Ella Li,
Michael Ryan,
Weiyan Shi,
Yanzhe Zhang,
Diyi Yang
Preprint, 2024
website / training code / eval code / bibtex
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Design2Code: How Far Are We From Automating Front-End Engineering?
Chenglei Si*,
Yanzhe Zhang* ,
Zhengyuan Yang,
Ruibo Liu,
Diyi Yang
Preprint, 2024
website / code / data / bibtex
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Dynamic LLM-Agent Network: An LLM-agent Collaboration Framework with Agent Evaluation
Zijun Liu,
Yanzhe Zhang ,
Peng Li,
Yang Liu,
Diyi Yang
COLM, 2024
code / bibtex
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Auditing Gender Presentation Differences in Text-to-Image Models
Yanzhe Zhang ,
Lu Jiang,
Greg Turk,
Diyi Yang
EAAMO, 2024
website / code / data / bibtex
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Enhanced Visual Instruction Tuning for Text-rich Image Understanding
Yanzhe Zhang ,
Ruiyi Zhang,
Jiuxiang Gu,
Yufan Zhou,
Nedim Lipka,
Diyi Yang,
Tong Sun
NeurIPS Workshop on Instruction Tuning and Instruction Following, 2023
website / code / data / bibtex / Improved version TRINS, CVPR 2024
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Robustness of Demonstration-based Learning Under Limited Data Scenario
Hongxin Zhang,
Yanzhe Zhang ,
Ruiyi Zhang,
Diyi Yang
EMNLP, 2022
code / bibtex
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Continual Sequence Generation with Adaptive Compositional Modules
Yanzhe Zhang ,
Xuezhi Wang,
Diyi Yang
ACL, 2022
code / bibtex
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Continual Learning for Text Classification with Information Disentanglement Based Regularization
Yufan Huang*,
Yanzhe Zhang* ,
Jiaao Chen,
Xuezhi Wang,
Diyi Yang
NAACL, 2021
code / bibtex
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Service
Volunteer: NAACL 2021.
Reviewer: EMNLP 2022, ICLR 2023, EACL 2023, ACL 2023, EMNLP 2023, CoLLAs 2024, ARR (Oct 2023, Dec 2023, Feb 2024, Apr 2024, Jun 2024, Oct 2024).
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