无需训练的LLM酶分类诊断基准，验证知识先于推理的关键性
arXiv:2607.26397v1 Announce Type: cross Abstract: Enzyme function prediction is a hierarchical, knowledge-intensive form of protein function classific…
多智能体协作攻克电路问答难题，SPARC系统带来全新解题思路，AI工程师值得一读。
arXiv:2606.20643v1 Announce Type: new Abstract: Electrical circuit diagram QA tasks require complex mathematical reasoning, which remains challenging …
从最后层logits到逻辑，解锁LLM一致性的结构化知识推理新范式。
arXiv:2511.07910v2 Announce Type: replace Abstract: Large Language Models (LLMs) achieve excellent performance in natural language reasoning tasks thr…
新方法EMCEE通过提取合成多语言上下文，巧妙桥接知识与推理，显著增强大模型的多语言能力
arXiv:2503.05846v3 Announce Type: replace-cross Abstract: Large Language Models (LLMs) have achieved impressive progress across a wide range of tasks,…