Author

Sijie Dong

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#artificial intelligence Review Sep 2026

BENCHCOMPASS: From Scores to Signals for Training and Harness Decisions in Payment-Domain LLMs

BENCHCOMPASS is introduced, a payment-domain benchmark whose construction pipeline builds scenario-grounded tasks from typed evidence packs, applies LLM-based quality checks, creates task-input attack variants, and reserves final item admission for domain experts.

Si-Jie Dong, Wei-Feng Ren, Xuan-Wei Hu et al. · 0 citations

Preprint Aug 2026

STAGE: Controlled Objective Admission for Multi-Preference LLM Alignment

This work proposes \methodname, a stability-guided active-set controller for controlled objective admission, a stability-guided active-set controller for controlled objective admission in reward-vector RLHF, which positions objective-entry timing as a concrete control variable in reward-vector RLHF.

Yong-Qi Tong, Z. Zhang, Ruirui Wang et al. · 1 citation