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cs.AI2026
A Systematic Evaluation of Black-Box Uncertainty Estimation Methods for Large Language Models
Jiayi Wang, Xu-Yao Zhang
Although large language models (LLMs) have shown strong capabilities across a wide range of tasks, their outputs often remain unreliable and may contain hallucinations, making unce…
cs.AI2026
CatalyticMLLM: A Graph-Text Multimodal Large Language Model for Catalytic Materials
Yanjie Li, Jian Xu, Xu-Yao Zhang +4
Property prediction and inverse structural design of catalytic materials are typically modeled as two independent tasks: the former predicts target properties from given structures…