6 papers
When Verifiable Counts Depend on Wording: Auditing Wording Robustness in Instruction Following
Qishi Zhan, Seoyeon Jang, Zihan Dong +3
Verifiable instruction-following benchmarks often express each constraint through one fixed template. We test whether scores remain stable when the operational requirement is uncha…
CADWorld: Computer-Use Benchmark for Long-Horizon Computer-Aided Design
Zihan Dong, Yuanzhe Liu, Zhiyuan Ma +4
Computer-use agents are increasingly evaluated in realistic desktop environments, but existing benchmarks provide limited coverage of professional engineering workflows whose outpu…
Why Are GUI Agents Correct but Late? Decode on the Decision-Time Critical Path, Tested with Pre-Compiled Policy Trees
Zihan Dong, Rui Qian, Qishi Zhan +3
Computer-use agents often fail on transient GUI events because they produce the correct action only after the relevant window has already closed. We identify the main cause as expe…
ManuRAG: Multi-modal Retrieval Augmented Generation for Manufacturing Question Answering (Early Version)
Yunqing Li, Zihan Dong, Farhad Ameri +1
The evolution of digital manufacturing requires intelligent Question Answering (QA) systems that can seamlessly integrate and analyze complex multi-modal data, such as text, images…
Towards General Computer Control with Hierarchical Agents and Multi-Level Action Spaces
Zihan Dong, Xinyu Fan, Zixiang Tang +1
Controlling desktop applications via software remains a fundamental yet under-served problem. Existing multi-modal large language models (MLLMs) ingest screenshots and task instruc…
FNSPID: A Comprehensive Financial News Dataset in Time Series
Zihan Dong, Xinyu Fan, Zhiyuan Peng
Financial market predictions utilize historical data to anticipate future stock prices and market trends. Traditionally, these predictions have focused on the statistical analysis…