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.LG2025
Learning a Consensus Sub-Network with Polarization Regularization and One Pass Training
Xiaoying Zhi, Varun Babbar, Rundong Liu +4
The subject of green AI has been gaining attention within the deep learning community given the recent trend of ever larger and more complex neural network models. Existing solutio…