3 papers
cs.AI2026
Fence: Specialized SLM Guardrails for LLM Applications
Kumud Lakara, Ruibo Shi, Fran Silavong
Real-world applications that use closed-source large language models (LLMs) need advanced safety measures that go beyond the basic content filters. Content moderation filters such…
cs.CL2025
TrueBrief: Faithful Summarization through Small Language Models
Kumud Lakara, Ruibo Shi, Fran Silavong
Large language models (LLMs) have exhibited remarkable proficiency in generating high-quality text; however, their propensity for producing hallucinations poses a significant chall…
cs.AI2025
MAD-Sherlock: Multi-Agent Debate for Visual Misinformation Detection
Kumud Lakara, Georgia Channing, Christian Rupprecht +4
One of the most challenging forms of misinformation involves pairing images with misleading text to create false narratives. Existing AI-driven detection systems often require doma…