Weidong Liu

Standard metrics routinely misclassify valid real-time summarization as translation failure, but structuring LLM evaluation around deterministic MQM error penalties recovers human system rankings with up to 0.707 Kendall concordance.

Achieving up to 259x speedup in quantum circuit reconstruction could revolutionize how we handle large-scale quantum computations.