Related Experiment Video
Updated: Oct 5, 2026

Virtual Agent for Real-Time Motivational Interviewing by Integrating Adaptive Nonverbal Behavior and Language Models
Published on: December 23, 2025
Corpus-level behavioral intensity in human-AI conversations
Aracely Mera-Navarrete1, Solange Revelo2, Jefferson Beltrán-Morales3
1Escuela de Comunicación, Facultad de Jurisprudencia, Ciencias Sociales y Humanidades Andrés F. Córdova, Universidad Internacional del Ecuador, Quito, Ecuador.
Abstract:
Conversational generative models are increasingly used to produce, transform, and revise information through multi-turn exchanges. However, large human-AI datasets are still commonly analyzed through performance, preference, or content lenses, leaving conversation-level behavioral structure less operationalized. This study proposes a transparent rule-based framework for estimating persistence, delegation-related lexical patterns, and refinement-related lexical markers without inferring psychological dependence. LMSYS-Chat-1M and WildChat were analyzed as primary conversational corpora, while Chatbot Arena was included as a structurally conditional A/B comparator. Across 1,879,085 valid analytical records, we calculated IPF, CDR, SRS, and the Conversational Behavioral Intensity Index (CBII), together with an equal-weight control. WildChat showed the highest mean CBII (0.2463), followed by LMSYS-Chat-1M (0.2123) and Chatbot Arena (0.1762). This ordering was stable under language controls, IPF thresholds of 5, 10, and 20 user turns, and question-level analysis of Chatbot Arena. Pairwise effect sizes were small to moderate, with the largest contrast between WildChat and Chatbot Arena (Cohen's d = 0.363).
Related Concept Videos
Automatic Processing and Automatic Social Behavior
Sound Intensity Level
The human ear can perceive an extensive range of sound intensity, necessitating the use of the logarithmic scale to define a physical quantity—the intensity level. It is a ratio of two intensities and hence a...
Non-equilibrium in the Cell
Language Development I: Behaviorist Perspective
Higher Mental Functions of the Brain: Language
Language formation and comprehension take place in the dominant hemisphere. The dominant hemisphere is responsible for understanding the meaning of spoken, written, or sign language, as well as the ability to communicate. For most people, the left hemisphere is the dominant one. The right hemisphere, then, gives tone and emotional context to the...
Optimal Arousal Theory
Inverted U-Shaped Performance Curve
The...
