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APA

Mahendrakar, P. (2026). Perspectives Without Independence: Multi-Agent and Multi-Persona Reasoning Under Compute-Normalised Comparison, Why the Gains That Survive Are Not the Ones Diversity Predicts, and the Controls That Would Tell Them Apart [Journal article]. Life of Research. https://doi.org/10.5281/zenodo.23072848

BibTeX

@misc{lor742026,
  title        = {Perspectives Without Independence: Multi-Agent and Multi-Persona Reasoning Under Compute-Normalised Comparison, Why the Gains That Survive Are Not the Ones Diversity Predicts, and the Controls That Would Tell Them Apart},
  author       = {Pranay Mahendrakar},
  year         = {2026},
  publisher    = {Life of Research},
  doi          = {10.5281/zenodo.23072848},
  url          = {https://lifeofresearch.com/articles/74},
  keywords     = {multi-agent debate, self-consistency, compute-normalised evaluation, persona prompting, test-time scaling, correlated errors, model heterogeneity, majority voting},
  note         = {LOR-00074}
}

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