时间问答遇上可解释推理：用语义时间自动机拆解复杂时序问题，让模型推理过程透明可控。
arXiv:2608.16224v1 Announce Type: cross Abstract: By leveraging large-scale pretraining, LLMs can interpret diverse temporal expressions and question …
首个纵向医学视觉问答基准，覆盖时序影像推理，直击临床动态病情评估痛点。
arXiv:2607.27806v1 Announce Type: new Abstract: In clinical practice, patients often undergo multiple imaging examinations over successive visits, yie…
用数字波形评估大模型时间推理能力，全新基准测试看清LLM时序推理短板。
arXiv:2607.20638v1 Announce Type: new Abstract: Large Language Models (LLMs) have demonstrated strong capabilities in code generation and reasoning, y…
新基准ChronoPhyBench直击核心：多模态大模型靠语言先验伪装理解？物理时序推理能力堪忧！
arXiv:2606.07962v1 Announce Type: new Abstract: Recent advancements in Multimodal Large Language Models (MLLMs) have demonstrated remarkable proficien…
用链式智能体(Chain-of-Agents)增强大模型处理长病历时序推理，实现肺癌风险精准预测
arXiv:2510.10454v2 Announce Type: replace Abstract: Large language models (LLMs) offer a generalizable approach for modeling patient trajectories, but…