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Sijin Dong | Lattice

Sijin Dong

Ibaraki University

Papers on Lattice

1

Total citations

0

Topics

3

Publication activitypapers/week, last 8 weeks

Research focus

Constitutional AI & AI Ethics (1)Natural Language Processing (1)Scalable Oversight & Alignment Theory (1)

Frequent co-authors

Hiroyuki Shinnou (1)

Papers (1)

Jul 5, 2026

Ibaraki University1w ago

Uncertainty-Aware Abstention in Large Language Models with Provable Alignment Guarantees

CIC guarantees controlled error rates in LLM responses while maximizing answering efficiency, a breakthrough for reliability-sensitive QA systems.

Sijin Dong, Hiroyuki Shinnou

Constitutional AI & AI Ethics Natural Language Processing Scalable Oversight & Alignment Theory