Steven Au

Papers on Lattice

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Publication activitypapers/week, last 8 weeks

Research focus

Eval Frameworks & Benchmarks (2)Constitutional AI & AI Ethics (1)Red-Teaming & Adversarial Robustness (1)Natural Language Processing (1)

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Sujit Noronha (1)Baihan Lin (1)

Papers (2)

Apr 9, 2026

Steven Au +1Apr 9, 2026

Beyond Social Pressure: Benchmarking Epistemic Attack in Large Language Models

LLMs buckle under philosophical pressure, revealing distinct failure modes when their knowledge, values, or identity are challenged, not just when they face disagreement.

Steven Au, Sujit Noronha

Constitutional AI & AI Ethics Eval Frameworks & Benchmarks Red-Teaming & Adversarial Robustness

Steven Au +1Apr 9, 2026

PeReGrINE: Evaluating Personalized Review Fidelity with User Item Graph Context

Forget simply generating reviews; PeReGrINE shows how to generate *personalized* reviews by encoding user style from historical data and grounding generation in a user-item graph, revealing the nuanced impact of different evidence types on review fidelity.

Steven Au, Baihan Lin

Eval Frameworks & Benchmarks Natural Language Processing Recommendation & Information Retrieval

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Steven Au

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (2)