AINeutralarXiv – CS AI · 5h ago6/10
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Quantum-Inspired Trace-Augmented Evidence Selection for Reasoning over Structured Hypothesis Spaces
Researchers propose EP-HUBO, a quantum-inspired optimization method that improves how large language models aggregate reasoning chains for evidence-intensive tasks like legal reasoning. By treating evidence selection as a combinatorial optimization problem rather than using simple majority voting, the approach preserves accurate minority hypotheses and achieves better performance on legal benchmarks.