3 papers
cs.CL2025
UCSC at SemEval-2025 Task 3: Context, Models and Prompt Optimization for Automated Hallucination Detection in LLM Output
Sicong Huang, Jincheng He, Shiyuan Huang +3
Hallucinations pose a significant challenge for large language models when answering knowledge-intensive queries. As LLMs become more widely adopted, it is crucial not only to dete…
cs.LG2025
Mechanistic Anomaly Detection for "Quirky" Language Models
David O. Johnston, Arkajyoti Chakraborty, Nora Belrose
As LLMs grow in capability, the task of supervising LLMs becomes more challenging. Supervision failures can occur if LLMs are sensitive to factors that supervisors are unaware of.…
cs.CL2024
Generating Clarification Questions for Disambiguating Contracts
Anmol Singhal, Chirag Jain, Preethu Rose Anish +2
Enterprises frequently enter into commercial contracts that can serve as vital sources of project-specific requirements. Contractual clauses are obligatory, and the requirements de…