Position: Breaking the Dual Curse of Multilingual AI Requires Socio-Technical Guardrails, Not Post-Hoc Alignment
Jason Lucas · Pureheart Ogheneogaga Irikefe · Adaku Uchendu · Umniya Najaer · Cornelius Adejoro · Patrice Sterling · Dongwon Lee
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Jason Lucas · Pureheart Ogheneogaga Irikefe · Adaku Uchendu · Umniya Najaer · Cornelius Adejoro · Patrice Sterling · Dongwon Lee
Ali Al-Lawati · Jason Lucas · Dongwon Lee · Suhang Wang
Chaewan Chun · Delvin Ce Zhang · Dongwon Lee
Audio platforms have evolved beyond entertainment. They have become central to public discourse, from podcasts and radio to WhatsApp voice notes and live streams. With millions of shows and hundreds of millions of listeners, audio platforms are now a major channel for misinformation. Yet existing...
Jason S. Lucas · Matt Murtagh White · Ali Al-Lawati · Uchendu Uchendu · Adaku Uchendu · Dongwon Lee
Harmful content detectors—particularly disinformation classifiers—are predominantly developed and evaluated on Standard American English (), leaving their robustness to dialectal variation unexplored. We present , the first benchmark for evaluating disinformation detection robustness across 50 En...
Shuhua Yang · Jiahao Zhang · Yilong Wang · Dongwon Lee · Suhang Wang
Graph-based retrieval-augmented generation (GraphRAG) systems construct knowledge graphs over document collections to support multi-hop reasoning. While prior work shows that GraphRAG responses may leak retrieved subgraphs, the feasibility of query-efficient reconstruction of the hidden graph str...
Guangwei Zhang · Jianing Zhu · Cheng Qian · Neil Zhenqiang Gong · Rada Mihalcea · Zhaozhuo Xu · Jingrui He · Jiaqi W. Ma · Chaowei Xiao · Bo Li · Ahmed Abbasi · Dongwon Lee · Heng Ji · Denghui Zhang
We present Copyright Detective , the first interactive forensic system for detecting, analyzing, and visualizing potential copyright risks in LLM outputs. The system treats copyright infringement versus compliance as an evidence discovery process rather than a static classification task due to th...
Aashish Anantha Ramakrishnan · Sharon X Huang · Dongwon Lee
Text-to-image (T2I) models have achieved remarkable progress in high-quality image synthesis, yet most benchmarks rely on simple, self-contained prompts, failing to capture the complexity of real-world captions. Human-written captions often involve multiple interacting subjects, rich contextual r...
Jason S. Lucas · Matt Murtagh White · Adaku Uchendu · Ali Al-Lawati · Michiharu Yamashita · Dominik Macko · Ivan Srba · Robert Moro · Dongwon Lee
Denghui Zhang · Guangwei Zhang · Dongwon Lee