2 papers
cs.CL2025
LOCUS: A System and Method for Low-Cost Customization for Universal Specialization
Dhanasekar Sundararaman, Keying Li, Wayne Xiong +1
We present LOCUS (LOw-cost Customization for Universal Specialization), a pipeline that consumes few-shot data to streamline the construction and training of NLP models through tar…
cs.CL2025
Developing a Reliable, Fast, General-Purpose Hallucination Detection and Mitigation Service
Song Wang, Xun Wang, Jie Mei +6
Hallucination, a phenomenon where large language models (LLMs) produce output that is factually incorrect or unrelated to the input, is a major challenge for LLM applications that…