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Planning, creation, usage: Benchmarking llms for comprehensive tool utilization in real-world complex scenarios

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cs.LG 1

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2026 1

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GRAFT: Graph-Tokenized LLMs for Tool Planning

cs.LG · 2026-05-12 · unverdicted · novelty 6.0

GRAFT internalizes tool dependency graphs via dedicated special tokens in LLMs and applies on-policy context distillation to achieve higher exact sequence matching and dependency legality than prior external-graph methods.

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  • GRAFT: Graph-Tokenized LLMs for Tool Planning cs.LG · 2026-05-12 · unverdicted · none · ref 31

    GRAFT internalizes tool dependency graphs via dedicated special tokens in LLMs and applies on-policy context distillation to achieve higher exact sequence matching and dependency legality than prior external-graph methods.