2 papers
cs.AI2025
Bridging Tool Dependencies and Domain Knowledge: A Graph-Based Framework for In-Context Planning
Shengjie Liu, Li Dong, Zhenyu Zhang
We present a framework for uncovering and exploiting dependencies among tools and documents to enhance exemplar artifact generation. Our method begins by constructing a tool knowle…
cs.AI2025
OrchDAG: Complex Tool Orchestration in Multi-Turn Interactions with Plan DAGs
Yifu Lu, Shengjie Liu, Li Dong
Agentic tool use has gained traction with the rise of agentic tool calling, yet most existing work overlooks the complexity of multi-turn tool interactions. We introduce OrchDAG, a…