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    "headline": "Language Models Find Smaller Quantum Circuits",
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    "dek": "An evolutionary loop lets models propose reversible designs while an independent evaluator verifies and scores them.",
    "summary": "An evolutionary loop lets models propose reversible designs while an independent evaluator verifies and scores them.",
    "body_text": "Across eight numerical, chemistry, optimization, simulation and number-theory tasks, the authors report lower Toffoli and qubit counts than prior work in seven and a new reversible modular-inversion design in the eighth. The result is evaluator-guided algorithm search, not evidence of quantum advantage on hardware.",
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      "quantum algorithms",
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      "circuit design"
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      "title": "arXiv preprint 2610.22367, original v1",
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