Rethinking the Evaluation of Efficiency Methods for Multi-Agent Systems
This work introduces a controlled and MAS-demanding diagnostic benchmark for representative MAS efficiency methods and shows that many reported gains are setup-dependent and may arise from structural collapse, disabled tool pathways, or starting systems where random pruning already preserves accuracy, rather than robus...
Jia-Mu Zhang, Ling-Xi Zhang, Peng-Jun Lu et al.
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