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Edward Sun

2 accepted papers

2025

Personalized Safety in LLMs: A Benchmark and A Planning-Based Agent Approach

NeurIPS 2025poster

Large language models (LLMs) typically generate identical or similar responses for all users given the same prompt, posing serious safety risks in high-stakes applications where user vulnerabilities differ widely. Existing safety evaluations primarily rely on context-independent metrics—such as fact…

Cited by 0SourcecodeScholar
2021

D2S: Document-to-Slide Generation Via Query-Based Text Summarization

NAACL 2021long

Presentations are critical for communication in all areas of our lives, yet the creation of slide decks is often tedious and time-consuming. There has been limited research aiming to automate the document-to-slides generation process and all face a critical challenge: no publicly available dataset f…