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Shifting the Gradient: Understanding How Defensive Training Methods Protect Language Model Integrity

Satchel Grant, Victor Gillioz, Jake Ward, Tom McGrath

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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Pretraining Data Statistics Shape the Phases of Learning Entity Comparison in Language Models

Yik S Chan, Jing Huang, Yanai Elazar, Atticus Geiger

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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