Author

Daniel Wang

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Preprint Jul 2026

AllocBench: Measuring Online Tool Allocation Capability in LLM Agents

A paired benchmark that tests whether LLM agents exhibit conscious allocation behavior under a fixed budget in two contexts: an abstract text-based formulation and a code-construction task finds that every frontier model testedacts near-optimally in the abstract framing but fails to transfer this ability to script-writing.

Daniel Wang, Andrew Xu · 1 citation