Large Language Models (LLMs) achieve strong performance on many tasks, yet their reasoning can remain brittle and their decision process is often insufficiently transparent. Knowledge graphs (KGs) provide explicit entities and relations that can ground reasoning and improve traceability. However, most KG-augmented appr...
Jia-Jun Duan, Qiu-Ling Chen, Ze-Xu Wang et al.· 2026 6th International Confe...· 0 citations
In vivo injection of a PANX1 blocker provides evidence for the role of Panx1 in alleviating cardiac fibrosis and bioinformatics analysis suggests that this process is associated with the JAK/STAT signaling pathway.
Lieyang Qin, Yunjing Zhang, Diyaerjiang Aierken et al.· Acta Biochimica et Biophysic...· 0 citations
Medical knowledge graph question answering (KGQA) becomes unreliable when a question contains several coupled conditions and requires multi-hop evidence. In medical settings, failures often come from early commitment to locally plausible paths, omission of key constraints, and weak alignment between the final answer an...
Yibo Liang, Kaixin Wu, Shiying He et al.· International Conference on...· 0 citations
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