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8 changes: 6 additions & 2 deletions README.md
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Expand Up @@ -199,7 +199,11 @@ The default parity suite is cache-backed and does not require `Rscript`. `Rscrip

Benchmarks compare selected Python paths with installed R NNS 13.0+ baselines. Many core operations are faster in Python, while some large stochastic-dominance workloads remain faster in R because the R package uses compiled kernels for those paths. See [benchmarks](docs/benchmarks.md) for current measurements and commands.

## Authors and contributors

- **Fred Viole** — author and maintainer
- **Roberto Spadim** — contributor
- **Rasheed Khoshnaw** — contributor

## Attribution
Upstream R package and reference implementation: [OVVO-Financial/NNS](https://github.com/OVVO-Financial/NNS)

Contributors: Roberto Spadim, Rasheed Khoshnaw
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