2 papers
cs.LG2026
VisAudit: Evaluating Multimodal Agents for Visual Diagnosis and Repair
Shicheng Liu, Adam Kahirov, Qi Zhang +5
Multimodal agents are increasingly used for data visualization tasks but remain limited in autonomous review. Unlike humans, they may fail to recognize when a visualization is inco…
cs.IR2026
CeQe: Grounding Lexical Retrieval in Semantic Evidence
Adam Kahirov, Umesh Deshpande, Swaminathan Sundararaman
Lexical retrieval (BM25) captures exact keyword matches and weights terms by corpus-wide significance, but it is blind to the semantic vocabulary gap: when a relevant document phra…