2 papers
cs.LG2026
CertBind from Multimodal Connectivity to Certifiable Retrieval Decisions
Shuheng Cao, Zhenhao Zhang, Ruiqi Chen +7
Lightweight connectors make frozen multimodal encoders composable at the representation level. Deployment exposes a second problem at the level of task decisions. A connected route…
cs.CL2026
Beyond Agreement: Scoring Panel-Surfaced Biomedical Entity Candidates for Curator Triage
Shuheng Cao, Ruiqi Chen, Renjie Cao +3
Biomedical NER is deceptively simple for modern LLMs: plausible biomedical mentions are easy to surface, but corpus-convention correctness depends on annotation conventions, span b…