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News/Reasoners or Translators? Contamination-aware Evaluation and Neuro-Symbolic Robustness in Tax Law
arxiv
PublishedMay 18, 2026 at 4:00 AM
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Reasoners or Translators? Contamination-aware Evaluation and Neuro-Symbolic Robustness in Tax Law

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arXiv:2605.16052v1 Announce Type: new Abstract: Recent advances in large language models (LLMs) have significantly enhanced automated legal reasoning. Yet, it remains unclear whether their performance reflects genuine legal reasoning ability or artifacts of data contamination. We present a comprehen

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