1 citations · 1 across the 5 of their papers we have counts for
5 papers
Alignment by Stereotyping: How LLMs Sacrifice Individual Distinctiveness for Cultural Adaptation
Qishuai Zhong, Zongmin Li, Siqi Fan +1
Large language models are increasingly deployed for personalized interaction, and demographic conditioning via user profiles is a widely adopted strategy for cultural adaptation. W…
Multi-Stage Field Extraction of Financial Documents with OCR and Compact Vision-Language Models
Yichao Jin, Yushuo Wang, Qishuai Zhong +3
Financial documents are essential sources of information for regulators, auditors, and financial institutions, particularly for assessing the wealth and compliance of Small and Med…
Evaluating LLM Adaptation to Sociodemographic Factors: User Profile vs. Dialogue History
Qishuai Zhong, Zongmin Li, Siqi Fan +1
Effective engagement by large language models (LLMs) requires adapting responses to users' sociodemographic characteristics, such as age, occupation, and education level. While man…
RAGulator: Lightweight Out-of-Context Detectors for Grounded Text Generation
Ian Poey, Jiajun Liu, Qishuai Zhong +1
Real-time detection of out-of-context LLM outputs is crucial for enterprises looking to safely adopt RAG applications. In this work, we train lightweight models to discriminate LLM…
Cultural Value Differences of LLMs: Prompt, Language, and Model Size
Qishuai Zhong, Yike Yun, Aixin Sun
Our study aims to identify behavior patterns in cultural values exhibited by large language models (LLMs). The studied variants include question ordering, prompting language, and m…