Parallel Test-Time Scaling with Multi-Sequence Verifiers

Researchers introduce Multi-Sequence Verifier (MSV), a new technique that improves large language model performance by jointly processing multiple candidate solutions rather than scoring them individually. The system achieves better accuracy while reducing inference latency by approximately half through improved calibration and early-stopping strategies.