From Individual Chatbot Interaction to the Virtual Tutor with Physical Presence: Comparing Educational Interaction Models with Conversational AI

Conversational artificial intelligence can provide individual study support, but the educational significance of its responses depends on how they are examined and used. We develop a conceptual framework comparing Individual Chatbot Interaction and Standard Classroom Interaction, then specify a Virtual Tutor with Physical Presence as a situated implementation of shared AI inquiry. The framework draws on selected scholarship concerning mediated learning, educational dialogue, self-regulation, cognitive engagement, pedagogical agents, and AI literacy. We define the unit of analysis as an interaction episode and distinguish private consultation, shared instruction, and hybrid activities through observable criteria. The tutor is specified as an animated avatar projected by video-mapping onto a static volumetric surface in the classroom; perceived presence and learning are treated as outcomes requiring measurement. The proposed contribution is a design specification linking public AI responses, teacher orchestration, evidence-based scrutiny, and individual reflection. An explanatory pathway connects these conditions to possible cognitive and metacognitive processes, with four propositions and matched comparisons for future evaluation. A projected avatar is neither necessary nor sufficient for collective verification, and its incremental value must be tested against simpler shared interfaces. No empirical effectiveness is claimed. The framework provides a basis for investigating when a situated conversational tutor supports disciplinary understanding and critical AI use.

Authors

Institutions

Publication Details

Journal
Education Sciences
Published
2026-10-09
DOI
https://doi.org/10.3390/educsci16101670
Primary Topic
Intelligent Tutoring Systems and Adaptive Learning
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

From Individual Chatbot Interaction to the Virtual Tutor with Physical Presence: Comparing Educational Interaction Models with Conversational AI

Flávio Almeida, Filgueiras Ernesto, João Braga Santos
Education Sciences
Intelligent Tutoring Systems and Adaptive Learning
article

From Individual Chatbot Interaction to the Virtual Tutor with Physical Presence: Comparing Educational Interaction Models with Conversational AI

Flávio Almeida, Filgueiras Ernesto, João Braga Santos
article en

Abstract

Conversational artificial intelligence can provide individual study support, but the educational significance of its responses depends on how they are examined and used. We develop a conceptual framework comparing Individual Chatbot Interaction and Standard Classroom Interaction, then specify a Virtual Tutor with Physical Presence as a situated implementation of shared AI inquiry. The framework draws on selected scholarship concerning mediated learning, educational dialogue, self-regulation, cognitive engagement, pedagogical agents, and AI literacy. We define the unit of analysis as an interaction episode and distinguish private consultation, shared instruction, and hybrid activities through observable criteria. The tutor is specified as an animated avatar projected by video-mapping onto a static volumetric surface in the classroom; perceived presence and learning are treated as outcomes requiring measurement. The proposed contribution is a design specification linking public AI responses, teacher orchestration, evidence-based scrutiny, and individual reflection. An explanatory pathway connects these conditions to possible cognitive and metacognitive processes, with four propositions and matched comparisons for future evaluation. A projected avatar is neither necessary nor sufficient for collective verification, and its incremental value must be tested against simpler shared interfaces. No empirical effectiveness is claimed. The framework provides a basis for investigating when a situated conversational tutor supports disciplinary understanding and critical AI use.

Education SciencesVol. 16(10)
University of Beira Interior (PT)
Openalex Percentile: Top 13%
Intelligent Tutoring Systems and Adaptive Learning
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

From Individual Chatbot Interaction to the Virtual Tutor with Physical Presence: Comparing Educational Interaction Models with Conversational AI — Flávio Almeida, Filgueiras Ernesto, et al. · Education Sciences (2026) | TGRS Research Map | TGRS