943 citations · 1.3k across the 21 of their papers we have counts for
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cs.AI2026
GraphWalk: Enabling Reasoning in Large Language Models through Tool-Based Graph Navigation
Taraneh Ghandi, Hamidreza Mahyar, Shachar Klaiman
The use of knowledge graphs for grounding agents in real-world Q&A applications has become increasingly common. Answering complex queries often requires multi-hop reasoning and the…
cs.DB2026
GraphSeek: Next-Generation Graph Analytics with LLMs
Maciej Besta, Łukasz Jarmocik, Orest Hrycyna +7
Graphs are foundational across domains but remain hard to use without deep expertise. LLMs promise accessible natural language (NL) graph analytics, yet they fail to process indust…