4 papers · 1 filter
Lost in Compaction: Evaluating Side-Constraint Loss under Context Compaction
Zhiqi Wang, Yichi Zhang, Dongwon Lee +1
When the context window is under pressure, LLM systems compact prior context to continue ongoing tasks. We identify a class of user-issued instructions, Session Constraints (SCs),…
Context-Aware Multimodal Claim Verification in Spoken Dialogues
Chaewan Chun, Delvin Ce Zhang, Dongwon Lee
Every day, millions absorb claims from podcasts and streams that no fact-checker ever sees. Spoken misinformation is built through conversation, where credibility comes not from fa…
M2-Verify: A Large-Scale Multidomain Benchmark for Checking Multimodal Claim Consistency
Abolfazl Ansari, Delvin Ce Zhang, Zhuoyang Zou +2
Evaluating scientific arguments requires assessing the strict consistency between a claim and its underlying multimodal evidence. However, existing benchmarks lack the scale, domai…
Could AI Trace and Explain the Origins of AI-Generated Images and Text?
Hongchao Fang, Yixin Liu, Jiangshu Du +7
AI-generated content is becoming increasingly prevalent in the real world, leading to serious ethical and societal concerns. For instance, adversaries might exploit large multimoda…