SCBO: Semantically Coherent Batching and Ordering for LLM-Based Social Surveys

arXiv:2609.35250 · cs.CL, cs.CY · Submitted 2026-09-28 · Read on arXiv

cs.CL, cs.CY

Submitted: 2026-09-28

Updated: 2026-09-28

Terminology

• Accuracy — 17× in this paper · explained in 1 episode
• Clustering — 12× in this paper · explained in 2 episodes
• Core — 7× in this paper · explained in 2 episodes
• Embeddings — 7× in this paper · explained in 2 episodes
• Alignment — 5× in this paper · explained in 1 episode
• Ablation — 4× in this paper · explained in 1 episode
• Semantic Alignment — 3× in this paper · explained in 3 episodes
• Semantically Coherent Batching and Ordering — 3× in this paper
• Ablation study — 2× in this paper · explained in 1 episode
• Cosine Similarity — 2× in this paper · explained in 3 episodes
• General Social Survey — 2× in this paper
• Generative AI — 2× in this paper · explained in 2 episodes
• Large Language Models (LLMs) — 2× in this paper · explained in 6 episodes
• Training-Free Framework — 2× in this paper · explained in 2 episodes
• World Values Survey — 2× in this paper
• Ablation Studies — 1× in this paper · explained in 1 episode
• Adam — 1× in this paper · explained in 2 episodes
• Adaptation — 1× in this paper · explained in 1 episode
• Agent-Based Simulation — 1× in this paper · explained in 1 episode
• Agent-based modeling — 1× in this paper · explained in 1 episode
• American National Election Studies — 1× in this paper
• Amortization — 1× in this paper · explained in 1 episode
• Benchmarking — 1× in this paper · explained in 3 episodes
• British Social Attitudes Survey — 1× in this paper
• Domain Adaptation — 1× in this paper · explained in 5 episodes
• F1 Score — 1× in this paper · explained in 3 episodes
• Generalizability — 1× in this paper · explained in 6 episodes
• Grounding — 1× in this paper · explained in 3 episodes
• Multi-Agent Framework — 1× in this paper · explained in 3 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Semantic Similarity — 1× in this paper · explained in 2 episodes
• Trace — 1× in this paper · explained in 2 episodes

Sources

• GPT-4 Technical Report
• Benchmarking LLMs for Community Governance Simulation with Life-history Narratives
• Towards Measuring the Representation of Subjective Global Opinions in Language Models
• S$^3$: Social-network Simulation System with Large Language Model-Empowered Agents
• Cascaded Batch Prompting
• Evaluating Large Language Models in Theory of Mind Tasks
• Towards Fast Domain Adaptation and Fine-Grained User Simulation for Evaluating Conversational Recommender Systems
• The Stepwise Deception: Simulating the Evolution from True News to Fake News with LLM Agents
• ResearchTown: Simulator of Human Research Community

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