2 papers
cs.CL2026
SOPO: Socratic Guided Policy Optimization for Span-Level Hallucination Detection
Jiawei Dong, Zilong Bai, Pengtian zhu +1
Large Language Models (LLMs) have gained widespread adoption in various natural language processing tasks, but suffer from hallucination issues where they generate unfaithful or in…
cs.AI2024
Enhanced Fine-Tuning of Lightweight Domain-Specific Q&A Model Based on Large Language Models
Shenglin Zhang, Pengtian Zhu, Minghua Ma +8
Large language models (LLMs) excel at general question-answering (Q&A) but often fall short in specialized domains due to a lack of domain-specific knowledge. Commercial companies…