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@@ -448,7 +448,7 @@ A quantitative diversity analysis was performed to validate the dataset's qualit
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  1. `LOOPerSet` does not contain any accidental replications of PolyBench benchmarks.
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  2. The dataset covers a broader and more varied structural space than existing benchmark suites.
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- Full details are available in our [companion paper](https://arxiv.org/abs/xxxx.xxxxx).
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  ## Citation Information
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  1. `LOOPerSet` does not contain any accidental replications of PolyBench benchmarks.
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  2. The dataset covers a broader and more varied structural space than existing benchmark suites.
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+ Full details are available in our [companion paper](https://arxiv.org/abs/2510.10209).
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  ## Citation Information
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