Kaixin Ma

Utilizing Background Knowledge for Robust Reasoning over Traffic Situations

2022 · arXiv (Cornell University)

Understanding novel situations in the traffic domain requires an intricate combination of domain-specific and causal commonsense knowledge. Prior work has provided sufficient perception-based modalities for traffic monitoring, in this paper, we focus on a complementary …

DocBench: A Benchmark for Evaluating LLM-based Document Reading Systems

2025

Anni Zou, Wenhao Yu, Hongming Zhang, Kaixin Ma, Deng Cai, Zhuosheng Zhang, Hai Zhao, Dong Yu. Proceedings of the 4th International Workshop on Knowledge-Augmented Methods for Natural Language Processing. 2025.