3 papers
cs.CL2026
Tug-of-War within A Decade: Conflict Resolution in Vulnerability Analysis via Teacher-Guided Retrieval-Augmented Generations
Ziyin Zhou, Jianyi Zhang, Xu ji +3
Large Language Models (LLMs) are essential for analyzing and addressing vulnerabilities in cybersecurity. However, among over 200,000 vulnerabilities were discovered in the past de…
cs.AI2025
CAPTURE: A Benchmark and Evaluation for LVLMs in CAPTCHA Resolving
Jianyi Zhang, Ziyin Zhou, Xu Ji +2
Benefiting from strong and efficient multi-modal alignment strategies, Large Visual Language Models (LVLMs) are able to simulate human visual and reasoning capabilities, such as so…
cs.AI2025
Oedipus and the Sphinx: Benchmarking and Improving Visual Language Models for Complex Graphic Reasoning
Jianyi Zhang, Xu Ji, Ziyin Zhou +5
Evaluating the performance of visual language models (VLMs) in graphic reasoning tasks has become an important research topic. However, VLMs still show obvious deficiencies in simu…