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Add a paper citation

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  # Diff-XYZ
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  Diff-XYZ contains 1,000 real-world code edits sampled and filtered from
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  the [CommitPackFT](https://huggingface.co/datasets/bigcode/commitpackft) dataset.
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  Each example provides three components: the original file contents (`old_code`), the modified contents (`new_code`), and
 
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  # Diff-XYZ
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+ This is a dataset for the paper: [Diff-XYZ: A Benchmark for Evaluating Diff Understanding](https://arxiv.org/abs/2510.12487).
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  Diff-XYZ contains 1,000 real-world code edits sampled and filtered from
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  the [CommitPackFT](https://huggingface.co/datasets/bigcode/commitpackft) dataset.
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  Each example provides three components: the original file contents (`old_code`), the modified contents (`new_code`), and