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REVIEW 3 major objections 6 minor 1 cited by

Novobo: Supporting Teachers' Peer Learning of Instructional Gestures by Teaching a Mentee AI-Agent Together

T0 review · 3 major / 6 minor · reviewed 2026-08-07 · deepseek-v4-flash

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Pith's one-line read An AI mentee, not an expert, gets teachers to externalize and share their tacit knowledge of instructional gestures.

desk verdict Useful design contribution and rich qualitative fieldwork, but the abstract's causal claim that Novobo prompted the learning overreaches a study design with no control condition. read the letter →

arxiv 2505.17557 v2 pith:YPDGBDPJ submitted 2025-05-23 cs.HC

Jiaqi Jiang , Kexin Huang , Roberto Martinez-Maldonado , Huan Zeng , Duo Gong , Pengcheng An This is my paper · ORCID
classification cs.HC
keywords teachableagentlearningbyteachinginstructionalgesturesteacherprofessionaldevelopmentpeerembodiedknowledgeskeletalmirrorhuman-AIinteraction
verification ladder T0 review T1 audit T2 compute T3 formal

The pith

A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.

The reading

The paper introduces Novobo, a teachable AI agent that plays the role of a novice teacher seeking mentoring from a group of experienced teachers. Its central claim is that positioning the AI as a mentee, and asking teachers to evaluate, demonstrate, and explain instructional gestures, prompts teachers to externalize and share tacit embodied knowledge that they would normally keep implicit. The authors report that in ten collaborative sessions with 30 teachers, the four-step interaction cycle stimulated conversation and movement through which teachers exchanged, co-constructed, and internalized knowledge about how to gesture in class. If this is right, it would give teacher professional development a low-cost, low-pressure way to work on embodied skills that video analysis and prescriptive feedback systems handle poorly. The paper's value for HCI is the demonstration that a teachable agent, previously used almost exclusively with students, can serve as a neutral mentee that lowers the social cost of peer feedback among professionals.

What carries the argument

The central object is Novobo itself: a multi-agent LLM system with retrieval-augmented generation over a knowledge base of gesture types (iconic, metaphoric, deictic, emblematic), instructional intentions, and annotated classroom examples. Its interaction design is a four-step loop — posing a scenario, commenting on Novobo's suggestions, demonstrating a gesture via a skeletal mirror, and explaining it — that embodies the learning-by-teaching paradigm. The mentee role is the load-bearing social mechanism: because Novobo is positioned as a novice rather than an expert, teachers can evaluate its output without the social risk of criticizing a peer. The skeletal mirror is the load-bearing perceptual mechanism: it lets teachers see and replay their own movements without the self-consciousness of seeing their face or full appearance.

What would settle it

Conduct the same 45-minute collaborative task with the same prompts but without Novobo's interface — teachers discussing and demonstrating instructional gestures in small groups with a short script — and compare the richness of externalization and exchange. If the no-system condition produces equal or greater knowledge sharing, the central claim that Novobo's design features caused the effect fails.

Watch

Extended reading notes

Core claim

The paper claims that teachers' tacit knowledge of instructional gestures can be drawn out and shared when a group collaboratively teaches an AI apprentice. Novobo generates candidate gestures for a chosen teaching scenario with referenced theory, then asks teachers to rate and comment on those suggestions, demonstrate a better gesture in front of a skeletal mirror, and explain the rationale behind it. The authors argue that this cycle maps onto the SECI knowledge-creation model: externalization happens when teachers enact and verbalize what they know, socialization happens when peers observe and imitate one another, combination happens when the group agrees on a gesture and enters a shared explanation, and internalization is the residue teachers carry back to their classrooms. The empirical claim is that the mentee positioning and the skeletal mirror were what made this flow, because teachers reported less self-consciousness and less fear of criticizing colleagues when the object of evaluation was the AI rather than a person.

Load-bearing premise

The study assumes that the knowledge exchange it observed came from Novobo's mentee positioning and skeletal mirror rather than from the simple fact that teachers sat together in small groups and talked about gestures, since every group used Novobo and there was no comparison condition.

Editorial extensions

If this is right

  • Teacher professional development can treat embodied skills as learnable through peer exchange rather than through solitary video review or prescriptive feedback.
  • Teachable agents can be extended beyond student populations to support professionals whose expertise is partly tacit.
  • Showing referenced theoretical knowledge alongside AI suggestions increases teachers' trust in and learning from the system.
  • The four-stage cycle gives researchers an observable trace of externalization, socialization, combination, and internalization in embodied learning.

Reading between the lines

Editorial extensions of the paper, not claims the author makes directly.

  • The paper's design effects are not yet separated from the mere effect of teachers meeting in small groups; a control condition without Novobo, or with an expert-positioned AI, would be the natural next test.
  • The same mentee-agent pattern could be tested in other embodied professions, such as nursing communication or skilled manual work, where tacit knowledge is also hard to verbalize.
  • The system's summary of principles could be repurposed as an asynchronous medium for capturing and sharing a school's local gesture repertoire over time.
  • Whether the internalization claimed after one 45-minute session persists into actual classroom behavior is an open question not tested by the study.
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Editorial analysis

A structured set of objections, weighed in public.

Desk editor's note, referee report, and a circularity audit.

Referee Report

3 major / 6 minor

Summary. The paper presents Novobo, a teachable AI-agent that acts as a mentee for teachers' peer learning of instructional gestures. The system combines a large-language-model conversation agent with Retrieval-Augmented Generation from a curated gesture knowledge base, and a skeletal-mirror interface for embodied practice. The authors report a collaborative design process with six teachers, and an evaluation with 30 teachers in 10 group sessions, each following a four-stage interaction loop of question posing, commentary, demonstration, and explanation. Qualitative analysis of video vignettes and focus-group interviews is framed through the SECI knowledge-creation model. The central claim is that Novobo 'prompted teachers to share tacit knowledge through conversation and movement' and helped them 'externalize, exchange, and internalize' embodied knowledge.

Significance. The work opens a useful design space: applying teachable agents to teachers' professional development rather than to students, and targeting instructional gestures as embodied, tacit knowledge. The design is responsibly grounded: knowledge sources are traceable, the skeletal mirror is a thoughtful response to self-consciousness, and the participatory iteration with teachers appears genuine. The qualitative material is rich and well-coded, with concrete vignettes that give credibility to the descriptive findings. If recast as an exploratory, descriptive study, the paper would be a solid contribution to HCI and teacher professional development. However, the abstract and conclusion make causal claims about Novobo's design features that the single-arm evaluation design cannot support, and the 'internalization' claim lacks an appropriate measurement. The significance of the contribution is therefore conditional on substantial revision of the claims.

major comments (3)
  1. [§4.2, §5, abstract] The abstract states that 'Novobo prompted teachers to share tacit knowledge' and 'helped teachers externalize, exchange, and internalize' knowledge, but the evaluation contains no control or baseline condition. In Section 4.2, all 10 groups follow the same 45-minute four-stage protocol, and the researcher-provided instructions themselves require teachers to rate, comment, demonstrate, explain, and reach consensus. The observed externalization, socialization, and combination episodes in Section 5 could therefore be produced by the structured group task rather than by Novobo's mentee positioning or skeletal mirror. The causal wording in the abstract and in Section 7.1 overstates the evidence. I recommend reframing the contribution as a descriptive, exploratory study of a design concept, or adding a comparison condition that isolates the system's features.
  2. [§5.4, Figure 4, §4.3] The paper claims that teachers 'internalized' embodied knowledge, yet there is no post-session measure of gesture use, retention, or transfer. All evidence is in-session observation and focus-group self-report. In Section 5.4, the process labeled 'internalization' is actually the act of entering a consensus wording into Novobo, which is closer to SECI's 'combination' than to 'internalization.' To support an internalization claim, the study would need a delayed follow-up, a classroom-observation measure, or some other behavioral transfer indicator. Otherwise the claim should be removed or clearly relabeled as 'combination' or 'in-session co-construction.'
  3. [§5.2, §6.3] Several interpretive statements attribute observed or reported effects to specific design features without any manipulation of those features. For example, Section 5.2 says 'This openness may stem from the mentor-mentee dynamics,' and Section 6.3 concludes that the mentee narrative 'reduced peer pressure' based on focus-group comments. Because every session used the same mentee framing, the data cannot distinguish the effect of that framing from the effect of any other group-discussion context. The qualitative self-reports are informative as user perceptions, but the causal explanations should be phrased as hypotheses or design implications, not as empirical findings.
minor comments (6)
  1. [Throughout] There are several typos and mechanical errors that should be corrected: 'towfold' (Section 2.5), 'gesturs' (Section 2.1), 'reponse' (Section 5.3), 'knowedlge' (Section 7.1), 'In reponse' (Section 5.3), and 'compensated$15' / '$10 dollars' (Sections 3.2, 4.1).
  2. [Figure 4 caption] The caption of Figure 4 mentions 'externalization, socialization, and internalization' during the four stages, but the text and figure describe 'combination' as the fourth SECI process. Please align the caption with the actual coding categories.
  3. [Table 4] The column header 'Experience (Y ears)' contains a typo and should read 'Experience (Years)'.
  4. [References] The reference 'EC, R.M.A., 2000' appears malformed; the author name and entry should be checked against the intended source.
  5. [§4.1] The placeholder '[Anonymized for review]' should be replaced with the actual city or region in a non-anonymized version of the manuscript.
  6. [§1 footnote] The 'video demonstration via: Click Here' link is not functional in the manuscript and should either contain a real URL or be removed for review.

Circularity Check

0 steps flagged · score 0.0 of 10

No significant circularity: the paper reports qualitative observations interpreted through an externally sourced SECI lens, with no predictive quantity that reduces to fitted inputs or self-cited constraints.

full rationale

The paper's central claim is qualitative: teachers in ten collaborative sessions externalized, exchanged, and co-constructed embodied knowledge while engaging with Novobo. This is supported by vignette analysis of recorded sessions and thematic analysis of focus-group transcripts (Sections 4.3, 5, and 6), not by any equation, fitted parameter, or reverse-engineered prediction. The SECI framework is used as an external interpretive lens (Section 5, citing Nonaka 1994 and Westerlund 2021); the authors do not derive SECI categories from Novobo's design, nor do they fit the framework to the data. One legitimate concern is that all groups used Novobo without a control condition (Section 4.2), so the causal wording in the abstract that Novobo 'prompted' sharing is under-supported by the study design; however, over-claiming causality is a validity limitation, not a circular reduction. Similarly, the abstract's 'internalize' claim is weakened by the paper's own later statement in Section 7.5 that internalization remains underexplored, but that is an internal inconsistency rather than a circular step. References to prior work by one co-author (e.g., Yan et al., 2024) are ordinary citations and are not load-bearing for the paper's core claim. No self-citation chain, uniqueness theorem, or ansatz is invoked to force the conclusions. Therefore the derivation chain is self-contained with respect to circularity.

Assumptions & free parameters 0 free parameters · 4 assumptions · 0 invented entities

The central claims rest on domain assumptions common in qualitative HCI and education research. No free parameters or invented theoretical entities are introduced, which is appropriate for a qualitative study. The main weakness is the absence of a causal baseline and the reliance on researcher interpretation.

assumptions (4)
  • domain assumption The SECI model (Socialization, Externalization, Combination, Internalization) is a valid theoretical lens for analyzing teachers' knowledge exchange.
    Used throughout Section 4.3 and Section 5 to classify observed behaviors; the paper adopts it without empirical validation within this study.
  • domain assumption Instructional gestures constitute tacit knowledge that can be externalized through bodily demonstration and verbal explanation.
    Invoked in the Introduction and Section 2.3; this premise underpins the design of the Demonstration and Explanation stages.
  • domain assumption Researcher-coded vignettes and self-reported interview responses are reliable evidence of peer learning.
    Section 4.3 describes coding by two researchers but no inter-rater reliability statistics are reported; self-reports are taken at face value.
  • domain assumption The LLM-based agent's generated gesture suggestions are sufficiently plausible to stimulate meaningful discussion.
    The study's interaction depends on Novobo producing gesture suggestions that teachers engage with; no systematic evaluation of the quality of the generated gestures is provided.

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Cite this review

Pith. "Pith review of Novobo: Supporting Teachers' Peer Learning of Instructional Gestures by Teaching a Mentee AI-Agent Together." pith.science (2026). https://pith.science/paper/YPDGBDPJ

@misc{pith2026250517557,
  author       = {Pith},
  title        = {Pith review of: Novobo: Supporting Teachers' Peer Learning of Instructional Gestures by Teaching a Mentee AI-Agent Together},
  year         = {2026},
  howpublished = {\url{https://pith.science/paper/YPDGBDPJ}},
  note         = {Machine review of arXiv:2505.17557}
}
read the original abstract

Instructional gestures are essential for teaching, as they enhance communication and support student comprehension. However, existing training methods for developing these embodied skills can be time-consuming, isolating, or overly prescriptive. Research suggests that developing these tacit, experiential skills requires teachers' peer learning, where they learn from each other and build shared knowledge. This paper introduces Novobo, an apprentice AI-agent stimulating teachers' peer learning of instructional gestures through verbal and bodily inputs. Positioning the AI as a mentee employs the learning-by-teaching paradigm, aiming to promote deliberate reflection and active learning. Novobo encourages teachers to evaluate its generated gestures and invite them to provide demonstrations. An evaluation with 30 teachers in 10 collaborative sessions showed Novobo prompted teachers to share tacit knowledge through conversation and movement. This process helped teachers externalize, exchange, and internalize their embodied knowledge, promoting collaborative learning and building a shared understanding of instructional gestures within the local teaching community. This work advances understanding of how teachable AI agents can enhance collaborative learning in teacher professional development, offering valuable design insights for leveraging AI to promote the sharing and construction of embodied and practical knowledge.

Figures

Figures reproduced from arXiv: 2505.17557 by the authors.

Figure 1
Figure 1. (a) Demonstration stage of the Novobo interface; (b) Teachers using Novobo [PITH_FULL_IMAGE:figures/full_fig_p005_1.png] view at source ↗
Figure 2
Figure 2. An overview of the Novobo interface. (1) [PITH_FULL_IMAGE:figures/full_fig_p018_2.png] view at source ↗
Figure 3
Figure 3. The multi-agent architecture and workflow of Novobo [PITH_FULL_IMAGE:figures/full_fig_p019_3.png] view at source ↗
Figures from the paper (3 more)
Figure 4
Figure 4. Figure 4: The description of knowledge externalization, socialization, and combination [PITH_FULL_IMAGE:figures/full_fig_p023_4.png]
Figure 5
Figure 5. Figure 5: Typical example scenarios of users engaging in the [PITH_FULL_IMAGE:figures/full_fig_p024_5.png]
Figure 6
Figure 6. Figure 6: Typical example scenarios of users engaging in the [PITH_FULL_IMAGE:figures/full_fig_p027_6.png]

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Forward citations

Cited by 1 Pith paper

Reviewed papers in the Pith corpus that reference this work. Sorted by Pith novelty score. Full citation record

  1. From Passive Tool to Socio-cognitive Teammate: A Conceptual Framework for Agentic AI in Human-AI Collaborative Learning

    cs.HC 2025-08 conditional novelty 5.0 of 10

    A conceptual framework that classifies agentic AI in collaborative learning into four levels of agency: Adaptive Instrument, Proactive Assistant, Co-Learner, and Peer Collaborator.

Reference graph

Works this paper leans on

126 extracted references · 71 canonical work pages · cited by 1 Pith paper

  1. [1]

    INTERAGROMASH 2021

    author Abakumova, I. , author Mironenkova, N. , author Pronenko, E. , year 2021 . title Non-verbal communication in meanings transmission , in: booktitle XIV International Scientific Conference “INTERAGROMASH 2021” Precision Agriculture and Agricultural Machinery Industry, Volume 2 , organization Springer . pp. pages 553--562

    2021

  2. [2]

    , author Noetel, M

    author Ahmadi, A. , author Noetel, M. , author Parker, P. , author Ryan, R.M. , author Ntoumanis, N. , author Reeve, J. , author Beauchamp, M. , author Dicke, T. , author Yeung, A. , author Ahmadi, M. , et al., year 2023 . title A classification system for teachers’ motivational behaviors recommended in self-determination theory interventions. journal Jou...

    2023

  3. [3]

    , author Kim, D

    author Ahuja, K. , author Kim, D. , author Xhakaj, F. , author Varga, V. , author Xie, A. , author Zhang, S. , author Townsend, J.E. , author Harrison, C. , author Ogan, A. , author Agarwal, Y. , year 2019 . title Edusense: Practical classroom sensing at scale . journal Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies vo...

    2019

  4. [4]

    , author Nathan, M.J

    author Alibali, M.W. , author Nathan, M.J. , author Wolfgram, M.S. , author Church, R.B. , author Jacobs, S.A. , author Johnson Martinez, C. , author Knuth, E.J. , year 2014 . title How teachers link ideas in mathematics instruction using speech and gesture: A corpus analysis . journal Cognition and instruction volume 32 , pages 65--100

    2014

  5. [5]

    , author Young, A.G

    author Alibali, M.W. , author Young, A.G. , author Crooks, N.M. , author Yeo, A. , author Wolfgram, M.S. , author Ledesma, I.M. , author Nathan, M.J. , author Church, R.B. , author Knuth, E.J. , year 2013 . title Students learn more when their teacher has learned to gesture effectively . journal Gesture volume 13 , pages 210--233

    2013

  6. [6]

    , author Klenzan, J

    author Aschermann, E. , author Klenzan, J. , year 2015 . title Collaborative learning processes in teacher training: Benefits and costs. journal Integral Review: A Transdisciplinary & Transcultural Journal for New Thought, Research, & Praxis volume 11

    2015

  7. [7]

    , author Steiner, P.M

    author Atzm \"u ller, C. , author Steiner, P.M. , year 2010 . title Experimental vignette studies in survey research . journal Methodology

    2010

  8. [8]

    , author Shokrpour, N

    author Bambaeeroo, F. , author Shokrpour, N. , year 2017 . title The impact of the teachers’ non-verbal communication on success in teaching . journal Journal of advances in medical education & professionalism volume 5 , pages 51

    2017

Show all 126 references
  1. [9]

    , author Hughes, C.E

    author Barmaki, R. , author Hughes, C.E. , year 2015 . title Providing real-time feedback for student teachers in a virtual rehearsal environment , in: booktitle Proceedings of the 2015 ACM on International Conference on Multimodal Interaction , pp. pages 531--537

    2015

  2. [10]

    , author Hughes, C.E

    author Barmaki, R. , author Hughes, C.E. , year 2018 . title Embodiment analytics of practicing teachers in a virtual immersive environment . journal Journal of Computer Assisted Learning volume 34 , pages 387--396

    2018

  3. [11]

    , author Steinmayr, R

    author Bergold, S. , author Steinmayr, R. , year 2023 . title Teacher judgments predict developments in adolescents’ school performance, motivation, and life satisfaction. journal Journal of educational psychology volume 115 , pages 642

    2023

  4. [12]

    , author West, L

    author Bhowmik, S. , author West, L. , author Barrett, A. , author Zhang, N. , author Dai, C.P. , author Sokolikj, Z. , author Southerland, S. , author Yuan, X. , author Ke, F. , year 2024 . title Evaluation of an llm-powered student agent for teacher training , in: booktitle ...

    2024

  5. [13]

    , author Schwartz, D.L

    author Blair, K. , author Schwartz, D.L. , author Biswas, G. , author Leelawong, K. , year 2007 . title Pedagogical agents for learning by teaching: Teachable agents . journal Educational Technology , pages 56--61

    2007

  6. [14]

    , author Ong, Y.S

    author Borge, M. , author Ong, Y.S. , author Ros \'e , C.P. , year 2018 . title Learning to monitor and regulate collective thinking processes . journal International Journal of Computer-Supported Collaborative Learning volume 13 , pages 61--92

    2018

  7. [15]

    , year 2022

    author Bosmans, D. , year 2022 . title Teachers’ professional gestures which support self-regulated learning in primary education . journal JETT volume 13 , pages 28--38

    2022

  8. [16]

    , author Biswas, G

    author Brophy, S. , author Biswas, G. , author Katzlberger, T. , author Bransford, J. , author Schwartz, D. , year 1999 . title Teachable agents: Combining insights from learning theory and computer science , in: booktitle Artificial intelligence in education , organization Io...

    1999

  9. [17]

    , year 2004

    author Brown*, G.T. , year 2004 . title Teachers' conceptions of assessment: Implications for policy and professional development . journal Assessment in Education: Principles, Policy & Practice volume 11 , pages 301--318

    2004

  10. [18]

    , author Knight, P

    author Brown, S. , author Knight, P. , year 2012 . title Assessing learners in higher education . publisher Routledge

    2012

  11. [19]

    , year 2020

    author Brown, T.B. , year 2020 . title Language models are few-shot learners . journal arXiv preprint arXiv:2005.14165

    2020 arXiv

  12. [20]

    , author Brantley-Dias, L

    author Calandra, B. , author Brantley-Dias, L. , author Lee, J.K. , author Fox, D.L. , year 2009 . title Using video editing to cultivate novice teachers’ practice . journal Journal of research on technology in education volume 42 , pages 73--94

    2009

  13. [21]

    , year 2014

    author Cartney, P. , year 2014 . title Exploring the use of peer assessment as a vehicle for closing the gap between feedback given and feedback used , in: booktitle Approaches to assessment that enhance learning in higher education . publisher Routledge , pp. pages 61--74

    2014

  14. [22]

    , author Chin, D.B

    author Chase, C.C. , author Chin, D.B. , author Oppezzo, M.A. , author Schwartz, D.L. , year 2009 . title Teachable agents and the prot \'e g \'e effect: Increasing the effort towards learning . journal Journal of science education and technology volume 18 , pages 334--352

    2009

  15. [23]

    , author Goh, J

    author Chhibber, N. , author Goh, J. , author Law, E. , year 2022 . title Teachable conversational agents for crowdwork: Effects on performance and trust . journal Proceedings of the ACM on Human-Computer Interaction volume 6 , pages 1--21

    2022

  16. [24]

    , year 2021

    author Choi, H. , year 2021 . title Reconsidering the concept and potential of learning by teaching . journal Korean Medical Education Review volume 23 , pages 3--10

    2021

  17. [25]

    , author Braun, V

    author Clarke, V. , author Braun, V. , year 2017 . title Thematic analysis . journal The journal of positive psychology volume 12 , pages 297--298

    2017

  18. [26]

    , year 1993

    author Cochran-Smith, M. , year 1993 . title Inside outside: Teacher research and knowledge . publisher Teachers College Press

    1993

  19. [27]

    , author Lytle, S.L

    author Cochran-Smith, M. , author Lytle, S.L. , year 1999 . title Chapter 8: Relationships of knowledge and practice: Teacher learning in communities . journal Review of research in education volume 24 , pages 249--305

    1999

  20. [28]

    , author Porayska-Pomsta, K

    author Conati, C. , author Porayska-Pomsta, K. , author Mavrikis, M. , year 2018 . title Ai in education needs interpretable machine learning: Lessons from open learner modelling . journal arXiv preprint arXiv:1807.00154

    2018 arXiv

  21. [29]

    , author Leelawong, K

    author Davis, J. , author Leelawong, K. , author Belynne, K. , author Bodenheimer, B. , author Biswas, G. , author Vye, N. , author Bransford, J. , year 2003 . title Intelligent user interface design for teachable agent systems , in: booktitle Proceedings of the 8th internatio...

    2003

  22. [30]

    , author Burns, C

    author Dikmen, M. , author Burns, C. , year 2022 . title The effects of domain knowledge on trust in explainable ai and task performance: A case of peer-to-peer lending . journal International Journal of Human-Computer Studies volume 162 , pages 102792

    2022

  23. [31]

    , author Segers, M

    author Dochy, F. , author Segers, M. , author Sluijsmans, D. , year 1999 . title The use of self-, peer and co-assessment in higher education: A review . journal Studies in Higher education volume 24 , pages 331--350

    1999

  24. [32]

    , year 2010

    author Downey, G. , year 2010 . title ‘practice without theory’: a neuroanthropological perspective on embodied learning . journal Journal of the Royal Anthropological Institute volume 16 , pages S22--S40

    2010

  25. [33]

    , year 2000

    author EC, R.M.A. , year 2000 . title Types of process in action . journal Semiotica volume 130 , pages 243--268

    2000

  26. [34]

    , author Price, S

    author Falc \ a o, T.P. , author Price, S. , year 2009 . title What have you done! the role of'interference'in tangible environments for supporting collaborative learning. , in: booktitle CSCL (1) , pp. pages 325--334

    2009

  27. [35]

    , year 2009

    author Feryok, A. , year 2009 . title Activity theory, imitation and their role in teacher development . journal Language Teaching Research volume 13 , pages 279--299

    2009

  28. [36]

    , author Fitzpatrick, G

    author Fleck, R. , author Fitzpatrick, G. , year 2009 . title Teachers’ and tutors’ social reflection around sensecam images . journal International Journal of Human-Computer Studies volume 67 , pages 1024--1036

    2009

  29. [37]

    , author Mamykina, L

    author Gajos, K.Z. , author Mamykina, L. , year 2022 . title Do people engage cognitively with ai? impact of ai assistance on incidental learning , in: booktitle Proceedings of the 27th International Conference on Intelligent User Interfaces , pp. pages 794--806

    2022

  30. [38]

    , author Xiong, Y

    author Gao, Y. , author Xiong, Y. , author Gao, X. , author Jia, K. , author Pan, J. , author Bi, Y. , author Dai, Y. , author Sun, J. , author Wang, H. , year 2023 . title Retrieval-augmented generation for large language models: A survey . journal arXiv preprint arXiv:2312.10997

    2023 arXiv

  31. [39]

    , year 2011

    author Goldin-Meadow, S. , year 2011 . title Learning through gesture . journal Wiley Interdisciplinary Reviews: Cognitive Science volume 2 , pages 595--607

    2011

  32. [40]

    , author Unberath, M

    author Gomez, C. , author Unberath, M. , author Huang, C.M. , year 2023 . title Mitigating knowledge imbalance in ai-advised decision-making through collaborative user involvement . journal International Journal of Human-Computer Studies volume 172 , pages 102977

    2023

  33. [41]

    a sel, C. , year 2010 . title Stichwort: transfer und transferforschung im bildungsbereich . journal Zeitschrift f \

    author Gr \"a sel, C. , year 2010 . title Stichwort: transfer und transferforschung im bildungsbereich . journal Zeitschrift f \"u r Erziehungswissenschaft volume 1 , pages 7--20

    2010

  34. [42]

    , author Yusuf, F.N

    author Hamidah, E. , author Yusuf, F.N. , year 2019 . title Video-based reflection: Benefits and drawbacks for teacher professional development , in: booktitle Eleventh Conference on Applied Linguistics (CONAPLIN 2018) , organization Atlantis Press . pp. pages 145--148

    2019

  35. [43]

    , author Isaacs, G

    author Hanrahan, S.J. , author Isaacs, G. , year 2001 . title Assessing self-and peer-assessment: The students' views . journal Higher Education Research & Development volume 20 , pages 53--70

    2001

  36. [44]

    , author Novotn \'a , T

    author Harasta, J. , author Novotn \'a , T. , author Savelka, J. , year 2024 . title It cannot be right if it was written by ai: On lawyers' preferences of documents perceived as authored by an llm vs a human . journal arXiv preprint arXiv:2407.06798

    2024 arXiv

  37. [45]

    , author Timperley, H

    author Hattie, J. , author Timperley, H. , year 2007 . title The power of feedback . journal Review of Educational Research volume 77 , pages 81--112 . https://doi.org/10.3102/003465430298487, :10.3102/003465430298487, http://arxiv.org/abs/https://doi.org/10.3102/0034654302984...

    2007 doi

  38. [46]

    , author Conati, C

    author Hostetter, J.W. , author Conati, C. , author Yang, X. , author Abdelshiheed, M. , author Barnes, T. , author Chi, M. , year 2023 . title Xai to increase the effectiveness of an intelligent pedagogical agent , in: booktitle Proceedings of the 23rd ACM International Confe...

    2023

  39. [47]

    , author Durcikova, A

    author Hung, S.Y. , author Durcikova, A. , author Lai, H.M. , author Lin, W.M. , year 2011 . title The influence of intrinsic and extrinsic motivation on individuals' knowledge sharing behavior . journal International journal of human-computer studies volume 69 , pages 415--427

    2011

  40. [48]

    , author Mackay, W

    author Hutchinson, H. , author Mackay, W. , author Westerlund, B. , author Bederson, B.B. , author Druin, A. , author Plaisant, C. , author Beaudouin-Lafon, M. , author Conversy, S. , author Evans, H. , author Hansen, H. , et al., year 2003 . title Technology probes: inspiring...

    2003

  41. [49]

    , author Hashimoto, H

    author Ishikawa, H. , author Hashimoto, H. , author Kinoshita, M. , author Yano, E. , year 2010 . title Can nonverbal communication skills be taught? journal Medical teacher volume 32 , pages 860--863

    2010

  42. [50]

    teach ai how to code

    author Jin, H. , author Lee, S. , author Shin, H. , author Kim, J. , year 2023 a. title " teach ai how to code": Using large language models as teachable agents for programming education . journal arXiv preprint arXiv:2309.14534

    2023 arXiv

  43. [51]

    , author Lee, S

    author Jin, H. , author Lee, S. , author Shin, H. , author Kim, J. , year 2024 . title Teach ai how to code: Using large language models as teachable agents for programming education , in: booktitle Proceedings of the CHI Conference on Human Factors in Computing Systems , pp. ...

    2024

  44. [52]

    , author Liu, Y

    author Jin, Q. , author Liu, Y. , author Sun, R. , author Chen, C. , author Zhou, P. , author Han, B. , author Qian, F. , author Yarosh, S. , year 2023 b. title Collaborative online learning with vr video: Roles of collaborative tools and shared video control , in: booktitle P...

    2023

  45. [53]

    , author Gulz, A

    author Johansson, B. , author Gulz, A. , author Haake, M. , author Wallerg rd, M. , author Nirme, J. , author Ternblad, E.M. , author T \"a rning, B. , year 2023 . title Intelligent, socially oriented technology VI: Projects by teams of master level students in cognitive scien...

    2023

  46. [54]

    , author Wester, J

    author de Jong, S. , author Wester, J. , author Schrills, T. , author S. Secher, K. , author F. Griggio, C. , author van Berkel, N. , year 2024 . title Assessing cognitive and social awareness among group members in ai-assisted collaboration , in: booktitle Proceedings of the ...

    2024

  47. [55]

    , author Bennetot, A

    author Kaadoud, I.C. , author Bennetot, A. , author Mawhin, B. , author Charisi, V. , author D \' az-Rodr \' guez, N. , year 2022 . title Explaining aha! moments in artificial agents through ike-xai: Implicit knowledge extraction for explainable ai . journal Neural Networks vo...

    2022

  48. [56]

    , year 2015

    author Kaneko-Marques, S.M. , year 2015 . title Reflective teacher supervision through videos of classroom teaching . journal Profile Issues in TeachersProfessional Development volume 17 , pages 63--79

    2015

  49. [57]

    , author Hallman, G.L

    author Kang, S. , author Hallman, G.L. , author Son, L.K. , author Black, J.B. , year 2013 . title The different benefits from different gestures in understanding a concept . journal Journal of Science Education and Technology volume 22 , pages 825--837

    2013

  50. [58]

    , author Mohamed, A

    author Kartchava, E. , author Mohamed, A. , year 2020 . title Investigating eap teachers' use and perceptions of gesture in general and in corrective feedback episodes. journal TESL Canada Journal volume 37 , pages 51--77

    2020

  51. [59]

    , author Ellaway, R

    author Kelly, M. , author Ellaway, R. , author Scherpbier, A. , author King, N. , author Dornan, T. , year 2019 . title Body pedagogics: embodied learning for the health professions . journal Medical Education volume 53 , pages 967--977

    2019

  52. [60]

    , author \"O zy \"u rek, A

    author Kelly, S.D. , author \"O zy \"u rek, A. , author Maris, E. , year 2010 . title Two sides of the same coin: Speech and gesture mutually interact to enhance comprehension . journal Psychological science volume 21 , pages 260--267

    2010

  53. [61]

    , author Shum, S.B

    author Khosravi, H. , author Shum, S.B. , author Chen, G. , author Conati, C. , author Tsai, Y.S. , author Kay, J. , author Knight, S. , author Martinez-Maldonado, R. , author Sadiq, S. , author Ga s evi \'c , D. , year 2022 . title Explainable artificial intelligence in educa...

    2022

  54. [62]

    , year 2024

    author Khuman, P. , year 2024 . title The impact of non-verbal communication in teaching: Enhancing educational effectiveness

    2024

  55. [63]

    , author Kim, S

    author Kim, M. , author Kim, S. , author Kim, J. , author Song, T.J. , author Kim, Y. , year 2024 . title Do stakeholder needs differ?-designing stakeholder-tailored explainable artificial intelligence (xai) interfaces . journal International Journal of Human-Computer Studies ...

    2024

  56. [64]

    , author Choo, S

    author Kim, S. , author Choo, S. , author Park, D. , author Park, H. , author Nam, C.S. , author Jung, J.Y. , author Lee, S. , year 2023 . title Designing an xai interface for bci experts: A contextual design for pragmatic explanation interface based on domain knowledge in a s...

    2023

  57. [65]

    , year 2005

    author Kipp, M. , year 2005 . title Gesture generation by imitation: From human behavior to computer character animation . publisher Universal-Publishers

    2005

  58. [66]

    , year 2000

    author Kita, S. , year 2000 . title How representational gestures help speaking . journal Language and gesture volume 1 , pages 162--185

    2000

  59. [67]

    , author Sleptsova, L.A

    author Klimenko, M.V. , author Sleptsova, L.A. , year 2015 . title Formative assessment as a component of the future english teacher training. journal International Education Studies volume 8 , pages 157--165

    2015

  60. [68]

    , author Jackson, I

    author Klinzing, H.G. , author Jackson, I. , year 1987 . title Training teachers in nonverbal sensitivity and nonverbal behavior . journal International Journal of Educational Research volume 11 , pages 589--600

    1987

  61. [69]

    u ttler, H. , author Lewis, M. , author Yih, W.t. , author Rockt \

    author Lewis, P. , author Perez, E. , author Piktus, A. , author Petroni, F. , author Karpukhin, V. , author Goyal, N. , author K \"u ttler, H. , author Lewis, M. , author Yih, W.t. , author Rockt \"a schel, T. , et al., year 2020 . title Retrieval-augmented generation for kno...

    2020

  62. [70]

    , author Yuan, Y

    author Li, J. , author Yuan, Y. , author Zhang, Z. , year 2024 . title Enhancing llm factual accuracy with rag to counter hallucinations: A case study on domain-specific queries in private knowledge-bases . journal arXiv preprint arXiv:2403.10446

    2024 arXiv

  63. [71]

    , year 2019

    author Lim, V.F. , year 2019 . title Analysing the teachers’ use of gestures in the classroom: A systemic functional multimodal discourse analysis approach . journal Social Semiotics volume 29 , pages 83--111

    2019

  64. [72]

    , author Zhu, Z

    author Liu, Z. , author Zhu, Z. , author Zhu, L. , author Jiang, E. , author Hu, X. , author Peppler, K.A. , author Ramani, K. , year 2024 . title Classmeta: Designing interactive virtual classmate to promote vr classroom participation , in: booktitle Proceedings of the CHI Co...

    2024

  65. [73]

    , author Tissenbaum, M

    author Lui, M. , author Tissenbaum, M. , author Slotta, J.D. , year 2011 . title Scripting collaborative learning in smart classrooms: Towards building knowledge communities

    2011

  66. [74]

    , author Shen, H

    author Ma, Q. , author Shen, H. , author Koedinger, K. , author Wu, S.T. , year 2024 . title How to teach programming in the ai era? using llms as a teachable agent for debugging , in: booktitle International Conference on Artificial Intelligence in Education , organization Sp...

    2024

  67. [75]

    , author Flathmann, C

    author Mallick, R. , author Flathmann, C. , author Duan, W. , author Schelble, B.G. , author McNeese, N.J. , year 2024 . title What you say vs what you do: Utilizing positive emotional expressions to relay ai teammate intent within human--ai teams . journal International Journ...

    2024

  68. [76]

    , author Sale, F

    author Marianti, M. , author Sale, F. , author Tasrim, I. , year 2020 . title Students’perception on the teacher’s non-verbal communication in teaching english at sman 14 bombana . journal Journal of Teaching English volume 5 , pages 219--229

    2020

  69. [77]

    , author Yarzebinski, E

    author Matsuda, N. , author Yarzebinski, E. , author Keiser, V. , author Raizada, R. , author Stylianides, G.J. , author Cohen, W.W. , author Koedinger, K.R. , year 2011 . title Learning by teaching simstudent--an initial classroom baseline study comparing with cognitive tutor...

    2011

  70. [78]

    , author Dobs, A.M

    author Matsumoto, Y. , author Dobs, A.M. , year 2017 . title Pedagogical gestures as interactional resources for teaching and learning tense and aspect in the esl grammar classroom . journal Language learning volume 67 , pages 7--42

    2017

  71. [79]

    , author Lynam, A.M

    author McCoy, S. , author Lynam, A.M. , year 2021 . title Video-based self-reflection among pre-service teachers in ireland: A qualitative study . journal Education and Information Technologies volume 26 , pages 921--944

    2021

  72. [80]

    , year 1973

    author McDonald, F.J. , year 1973 . title Behavior modification in teacher education . journal Teachers College Record volume 74 , pages 41--76

    1973

  73. [81]

    , author Schoenebeck, S

    author McDonald, N. , author Schoenebeck, S. , author Forte, A. , year 2019 . title Reliability and inter-rater reliability in qualitative research: Norms and guidelines for cscw and hci practice . journal Proceedings of the ACM on human-computer interaction volume 3 , pages 1--23

    2019

  74. [82]

    , year 1992

    author McNeill, D. , year 1992 . title Hand and mind1 . journal Advances in Visual Semiotics volume 351

    1992

  75. [83]

    , author Cheng, E.C

    author Mendoza, N.B. , author Cheng, E.C. , author Yan, Z. , year 2022 . title Assessing teachers’ collaborative lesson planning practices: Instrument development and validation using the seci knowledge-creation model . journal Studies in Educational Evaluation volume 73 , pag...

    2022

  76. [84]

    , author Deng, C

    author Mogavi, R.H. , author Deng, C. , author Kim, J.J. , author Zhou, P. , author Kwon, Y.D. , author Metwally, A.H.S. , author Tlili, A. , author Bassanelli, S. , author Bucchiarone, A. , author Gujar, S. , et al., year 2024 . title Chatgpt in education: A blessing or a cur...

    2024

  77. [85]

    , year 2023

    author Nguyen, H. , year 2023 . title Role design considerations of conversational agents to facilitate discussion and systems thinking . journal Computers & Education volume 192 , pages 104661

    2023

  78. [86]

    , year 1994

    author Nonaka, I. , year 1994 . title A dynamic theory of organizational knowledge creation . journal Organization science volume 5 , pages 14--37

    1994

  79. [87]

    , author Goldin-Meadow, S

    author Novack, M. , author Goldin-Meadow, S. , year 2015 . title Learning from gesture: How our hands change our minds . journal Educational psychology review volume 27 , pages 405--412

    2015

  80. [88]

    , author Yong, Z

    author Ojeda-Ramirez, S. , author Yong, Z. , author Zhang, Y. , author Liu, R. , author Rantanen, E. , author Peng, C. , author Peppler, K. , year 2024 . title Qualitative eliciting of tacit knowledge in machinists , in: booktitle Proceedings of the 18th International Conferen...

    2024

  81. [89]

    , author Lai, S

    author Pang, S. , author Lai, S. , author Zhang, A. , author Yang, Y. , author Sun, D. , year 2023 . title Graph convolutional network for automatic detection of teachers' nonverbal behavior . journal Computers and Education: Artificial Intelligence volume 5 , pages 100174

    2023

  82. [90]

    , author Hannafin, M

    author Rich, P.J. , author Hannafin, M. , year 2009 . title Video annotation tools: Technologies to scaffold, structure, and transform teacher reflection . journal Journal of teacher education volume 60 , pages 52--67

    2009

  83. [91]

    , author Chi, M.T

    author Roscoe, R.D. , author Chi, M.T. , year 2007 . title Understanding tutor learning: Knowledge-building and knowledge-telling in peer tutors’ explanations and questions . journal Review of educational research volume 77 , pages 534--574

    2007

  84. [92]

    , year 2001

    author Roth, W.M. , year 2001 . title Gestures: Their role in teaching and learning . journal Review of educational research volume 71 , pages 365--392

    2001

  85. [93]

    , author Ayoub, O

    author Rubegni, E. , author Ayoub, O. , author Rizzo, S.M.R. , author Barbero, M. , author Bernegger, G. , author Faraci, F. , author Mangili, F. , author Soldini, E. , author Trimboli, P. , author Facchini, A. , year 2024 . title Designing for complementarity: A conceptual fr...

    2024

  86. [94]

    , author Bekmeier-Feuerhahn, S

    author Seitz, L. , author Bekmeier-Feuerhahn, S. , author Gohil, K. , year 2022 . title Can we trust a chatbot like a physician? a qualitative study on understanding the emergence of trust toward diagnostic chatbots . journal International Journal of Human-Computer Studies vol...

    2022

  87. [95]

    , author Yang, C

    author Seo, W. , author Yang, C. , author Kim, Y.H. , year 2024 . title Chacha: Leveraging large language models to prompt children to share their emotions about personal events , in: booktitle Proceedings of the CHI Conference on Human Factors in Computing Systems , pp. pages 1--20

    2024

  88. [96]

    , author Sharon, R

    author Seroussi, D.E. , author Sharon, R. , author Peled, Y. , author Yaffe, Y. , year 2019 . title Reflections on peer feedback in disciplinary courses as a tool in pre-service teacher training . journal Cambridge Journal of Education volume 49 , pages 655--671

    2019

  89. [97]

    , year 2023

    author Shen, H. , year 2023 . title Towards Useful AI Interpretability for Humans via Interactive AI Explanations . publisher The Pennsylvania State University

    2023

  90. [98]

    , author Balyan, R

    author Shin, J. , author Balyan, R. , author Banawan, M.P. , author Arner, T. , author Leite, W.L. , author McNamara, D.S. , year 2023 . title Pedagogical discourse markers in online algebra learning: Unraveling instructor's communication using natural language processing . jo...

    2023

  91. [99]

    , author Gan, Z

    author Si, C. , author Gan, Z. , author Yang, Z. , author Wang, S. , author Wang, J. , author Boyd-Graber, J. , author Wang, L. , year 2022 . title Prompting gpt-3 to be reliable . journal arXiv preprint arXiv:2210.09150

    2022 arXiv

  92. [100]

    , author Wolf, R

    author Silvervarg, A. , author Wolf, R. , author Blair, K.P. , author Haake, M. , author Gulz, A. , year 2021 . title How teachable agents influence students’ responses to critical constructive feedback . journal Journal of Research on Technology in Education volume 53 , pages 67--88

    2021

  93. [101]

    because of her gesture, it’s very easy to understand

    author Sime, D. , year 2009 . title “because of her gesture, it’s very easy to understand”—learners’ perceptions of teachers’ gestures in the foreign language class , in: booktitle Gesture . publisher Routledge , pp. pages 271--291

    2009

  94. [102]

    , year 2017

    author Smotrova, T. , year 2017 . title Making pronunciation visible: Gesture in teaching pronunciation . journal Tesol Quarterly volume 51 , pages 59--89

    2017

  95. [103]

    , author Guzdial, M

    author Solomon, A. , author Guzdial, M. , author DiSalvo, B. , author Shapiro, B.R. , year 2018 . title Applying a gesture taxonomy to introductory computing concepts , in: booktitle Proceedings of the 2018 ACM Conference on International Computing Education Research , pp. pag...

    2018

  96. [104]

    , year 2017

    author Song, D. , year 2017 . title Designing a teachable agent system for mathematics learning . journal Contemporary Educational Technology volume 8 , pages 176--190

    2017

  97. [105]

    , year 2014

    author Thompson, J.M. , year 2014 . title Teachers' perceptions of other teachers' spontaneous hand gesturing in the efl classroom. journal Novitas-ROYAL (Research on Youth and Language) volume 8 , pages 119--135

    2014

  98. [106]

    , year 1998

    author Topping, K. , year 1998 . title Peer assessment between students in colleges and universities . journal Review of Educational Research volume 68 , pages 249--276 . https://doi.org/10.3102/00346543068003249, :10.3102/00346543068003249, http://arxiv.org/abs/https://doi.or...

    1998 doi

  99. [107]

    , author Zwart, R

    author Van Veen, K. , author Zwart, R. , author Meirink, J. , year 2012 . title What makes teacher professional development effective?: A literature review . journal Teacher learning that matters , pages 3--21

    2012

  100. [108]

    , author Kauschke, C

    author Vogt, S.S. , author Kauschke, C. , year 2017 . title With some help from others' hands: Iconic gesture helps semantic learning in children with specific language impairment . journal Journal of Speech, Language, and Hearing Research volume 60 , pages 3213--3225

    2017

  101. [109]

    , year 1973

    author Wagner, A. , year 1973 . title Changing teacher behavior: A comparison of microteaching and cognitive discrimination training. journal Journal of Educational Psychology volume 64 , pages 299

    1973

  102. [110]

    , author Novack, M.A

    author Wakefield, E. , author Novack, M.A. , author Congdon, E.L. , author Franconeri, S. , author Goldin-Meadow, S. , year 2018 . title Gesture helps learners learn, but not merely by guiding their visual attention . journal Developmental science volume 21 , pages e12664

    2018

  103. [111]

    , author Goldin-Meadow, S

    author Wakefield, E.M. , author Goldin-Meadow, S. , year 2021 . title How gesture helps learning: Exploring the benefits of gesture within an embodied framework , in: booktitle The Body, Embodiment, and Education . publisher Routledge , pp. pages 118--135

    2021

  104. [112]

    , author Liu, T

    author Wang, J. , author Liu, T. , author Wang, X. , year 2020 . title Human hand gesture recognition with convolutional neural networks for k-12 double-teachers instruction mode classroom . journal Infrared Physics & Technology volume 111 , pages 103464

    2020

  105. [113]

    , author Kim, S

    author Wei, J. , author Kim, S. , author Jung, H. , author Kim, Y.H. , year 2024 . title Leveraging large language models to power chatbots for collecting user self-reported data . journal Proceedings of the ACM on Human-Computer Interaction volume 8 , pages 1--35

    2024

  106. [114]

    , author Wang, X

    author Wei, J. , author Wang, X. , author Schuurmans, D. , author Bosma, M. , author Xia, F. , author Chi, E. , author Le, Q.V. , author Zhou, D. , et al., year 2022 . title Chain-of-thought prompting elicits reasoning in large language models . journal Advances in neural info...

    2022

  107. [115]

    , author Chow, K.K

    author Wei, L. , author Chow, K.K. , year 2023 . title How students perceive lecturers' gestures? an exploration in gesture-meaning matching toward embodied pedagogical agent design

    2023

  108. [116]

    , author Fink, A

    author Weidlich, J. , author Fink, A. , author Jivet, I. , author Yau, J. , author Giorgashvili, T. , author Drachsler, H. , author Frey, A. , year 2024 . title Emotional and motivational effects of automated and personalized formative feedback: The role of reference frames . ...

    2024

  109. [117]

    , year 1999

    author Wenger, E. , year 1999 . title Communities of practice: Learning, meaning, and identity . publisher Cambridge university press

    1999

  110. [118]

    , year 2021

    author Westerlund, T. , year 2021 . title ‘it's in my hands’: Analytical tools for the communication of craft knowledge . journal FormAkademisk volume 14

    2021

  111. [119]

    , author Terry, M

    author Wu, T. , author Terry, M. , author Cai, C.J. , year 2022 . title Ai chains: Transparent and controllable human-ai interaction by chaining large language model prompts , in: booktitle Proceedings of the 2022 CHI conference on human factors in computing systems , pp. pages 1--22

    2022

  112. [120]

    , author Ke, F

    author Xie, Y. , author Ke, F. , author Sharma, P. , year 2008 . title The effect of peer feedback for blogging on college students' reflective learning processes . journal The Internet and Higher Education volume 11 , pages 18--25

    2008

  113. [121]

    , author Bradford, N

    author Xu, Y. , author Bradford, N. , author Garg, R. , year 2023 . title Transparency enhances positive perceptions of social artificial intelligence . journal Human Behavior and Emerging Technologies volume 2023 , pages 5550418

    2023

  114. [122]

    , author Ligthart, M.E

    author Yadollahi, E. , author Ligthart, M.E. , author Sharma, K. , author Rubegni, E. , year 2024 . title Extra cti: Explainable and transparent child-technology interaction , in: booktitle Proceedings of the 23rd Annual ACM Interaction Design and Children Conference , pp. pag...

    2024

  115. [123]

    , author Zhao, L

    author Yan, L. , author Zhao, L. , author Echeverria, V. , author Jin, Y. , author Alfredo, R. , author Li, X. , author Ga s evi'c, D. , author Martinez-Maldonado, R. , year 2024 . title Vizchat: Enhancing learning analytics dashboards with contextualised explanations using mu...

    2024

  116. [124]

    , author Yu, D

    author Yao, S. , author Yu, D. , author Zhao, J. , author Shafran, I. , author Griffiths, T. , author Cao, Y. , author Narasimhan, K. , year 2024 . title Tree of thoughts: Deliberate problem solving with large language models . journal Advances in Neural Information Processing...

    2024

  117. [125]

    , author Kang, S

    author Yoon, H.Y. , author Kang, S. , author Kim, S. , year 2024 . title A non-verbal teaching behaviour analysis for improving pointing out gestures: The case of asynchronous video lecture analysis using deep learning . journal Journal of Computer Assisted Learning volume 40 ...

    2024

  118. [126]

    , author Miao, C

    author Yu, H. , author Miao, C. , author Tao, X. , author Shen, Z. , author Cai, Y. , author Li, B. , author Miao, Y. , year 2009 . title Teachable agents in virtual learning environments: A case study , in: booktitle E-Learn: World Conference on E-Learning in Corporate, Gover...

    2009

Pith tools

Reviewed August 7, 2026 · model on record in the stance chip above.