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cs.CL2026
MedKIT: Evaluating Knowledge Integration and Generalization in Large Language Models
Lukas Thede, Yash Kumar Atri, David Chen +4
Constantly evolving real-world knowledge necessitates models to be updated continuously. Especially in medicine, as clinical evidence changes over time, outdated knowledge can pose…
cs.CL2026
Evaluating Temporal Consistency in Multi-Turn Language Models
Yash Kumar Atri, Steven L. Johnson, Tom Hartvigsen
Language models are increasingly deployed in interactive settings where users reason about facts over time rather than in isolation. In such scenarios, correct behavior requires mo…