Visual Reasoning Benchmark: Evaluating Multimodal LLMs on Classroom-Authentic Visual Problems from Primary Education
Fuente:
arXiv
Saved in:
| Main Authors: | Huti, Mohamed, Mackintosh, Alasdair, Waldock, Amy, Andrews, Dominic, Lelièvre, Maxime, Boos, Moritz, Murray, Tobias, Atherton, Paul, Ince, Robin A. A., Garrod, Oliver G. B. |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Benchmarking the Pedagogical Knowledge of Large Language Models
by: Lelièvre, Maxime, et al.
Published: (2025)
by: Lelièvre, Maxime, et al.
Published: (2025)
Could AI Leapfrog the Web? Evidence from Teachers in Sierra Leone
by: Björkegren, Daniel, et al.
Published: (2025)
by: Björkegren, Daniel, et al.
Published: (2025)
Are LLMs Useful in the Poorest Schools? TheTeacher.AI in Sierra Leone
by: Choi, Jun Ho, et al.
Published: (2023)
by: Choi, Jun Ho, et al.
Published: (2023)
Populismus und Mittelklasse
by: Boos, Tobias
Published: (2021)
by: Boos, Tobias
Published: (2021)
A new hot core in the outer Galaxy: Impact of metallicity on the formation of complex organic molecules
by: Wang, Youxin, et al.
Published: (2026)
by: Wang, Youxin, et al.
Published: (2026)
Ice Chemistry Modeling of Active Phase Comets: Hale-Bopp
by: Willis, Eric R., et al.
Published: (2024)
by: Willis, Eric R., et al.
Published: (2024)
La réparation des accidents du travail au Canada
by: Margaret Mackintosh
Published: (1939)
by: Margaret Mackintosh
Published: (1939)
La reparación de los accidentes del trabajo en el Canadá
by: Margaret Mackintosh
Published: (1939)
by: Margaret Mackintosh
Published: (1939)
Workmen's compensation in Canada
by: Margaret Mackintosh
Published: (1939)
by: Margaret Mackintosh
Published: (1939)
Mapping COVID‐19 at home
by: Georgina H. Endfield, et al.
Published: (2024)
by: Georgina H. Endfield, et al.
Published: (2024)
Exploring place perception, a photo-based analysis / Brian Garrod
by: Garrod, Brian
Published: (2008)
by: Garrod, Brian
Published: (2008)
economic valuation of environment: Methods and case studies / Guy Garrod y Kenneth C. Willis
by: Garrod, Guy
by: Garrod, Guy
Multimedia in the Foreign Language Classroom.
by: Andrews, Barbara S.
Published: (1997)
by: Andrews, Barbara S.
Published: (1997)
Chemical modeling of aminoketene, ethanolamine, and glycine production in interstellar ices
by: Willis, Sydney A., et al.
Published: (2025)
by: Willis, Sydney A., et al.
Published: (2025)
A Comprehensive Review of Interstitial Lung Abnormalities
by: Yuben Moodley, et al.
Published: (2025)
by: Yuben Moodley, et al.
Published: (2025)
Expressive acts: Celebrations and demonstrations in the streets of Victorian Toronto By IanRadforth, Toronto: University of Toronto Press. 2023. 250 pages. $38.95 (paperback). ISBN 9781487545772
by: Phillip Gordon Mackintosh
Published: (2024)
by: Phillip Gordon Mackintosh
Published: (2024)
Preface
by: N. J. Mackintosh
Published: (2002)
by: N. J. Mackintosh
Published: (2002)
Do not ask whether they have a cognitive map, but how they find their way about
by: N. J. Mackintosh
Published: (2002)
by: N. J. Mackintosh
Published: (2002)
¿Participa México como integrante de APEC en la cooperación científica y tecnológica de Asia Pacífico?
by: Antonio Mackintosh Ramírez
Published: (2005)
by: Antonio Mackintosh Ramírez
Published: (2005)
Evaluating CxG Generalisation in LLMs via Construction-Based NLI Fine Tuning
by: Mackintosh, Tom, et al.
Published: (2025)
by: Mackintosh, Tom, et al.
Published: (2025)
A basis for the rational exploitation of the Tilapia esculenta stock of the North Buvuma Island area, Lake Victoria
by: Garrod, D.J.
Published: (1957)
by: Garrod, D.J.
Published: (1957)
The rational exploitation of the Tilapia esculenta fisheries of lake Victoria
by: Garrod, D.J.
Published: ()
by: Garrod, D.J.
Published: ()
An analysis of records of gillnet fishing in Pilkington Bay, Lake Victoria
by: Garrod, D.J.
Published: (1956)
by: Garrod, D.J.
Published: (1956)
Planning Portfolio: Authentic Assessment for Library Professionals.
by: Brown, Carol A., et al.
Published: (2002)
by: Brown, Carol A., et al.
Published: (2002)
Optimizing the diffusion coefficient of overdamped Langevin dynamics
by: Lelièvre, Tony, et al.
Published: (2024)
by: Lelièvre, Tony, et al.
Published: (2024)
Authentic Assessment in the Classroom... and the Library Media Center
by: Mueller, Jon
Published: (2005)
by: Mueller, Jon
Published: (2005)
Graduates of the School of Business and Entrepreneurship Reflect Upon Their Academic Experiences. Research and Planning Report 96-06.
by: Atherton, Blair
Published: (1996)
by: Atherton, Blair
Published: (1996)
Books Are for Use. Final Report of the Subject Access Project to the Council on Library Resources.
by: Atherton, Pauline
Published: (1978)
by: Atherton, Pauline
Published: (1978)
Subject Access Project. Second Quarterly Progress Report.
by: Atherton, Pauline
Published: (1976)
by: Atherton, Pauline
Published: (1976)
Subject Access Project. Third Quarterly Report.
by: Atherton, Pauline
Published: (1977)
by: Atherton, Pauline
Published: (1977)
Putting Knowledge to Work in Today's Library Schools
by: Atherton, Pauline
Published: (1972)
by: Atherton, Pauline
Published: (1972)
Development of a Computer-Based Laboratory for Library Science Students Using LC/MARC Tapes. Final Report.
by: Atherton, Pauline
Published: (1970)
by: Atherton, Pauline
Published: (1970)
Community Libraries in Zimbabwe.
by: Atherton, Lucy
Published: (1993)
by: Atherton, Lucy
Published: (1993)
How Can Labour Tackle Poverty in London?
by: Graeme Atherton
Published: (2025)
by: Graeme Atherton
Published: (2025)
Chip-Surface Based Visual Authentication for Integrated Circuits
by: Liu, Runze, et al.
Published: (2024)
by: Liu, Runze, et al.
Published: (2024)
LLMs Can Compensate for Deficiencies in Visual Representations
by: Takishita, Sho, et al.
Published: (2025)
by: Takishita, Sho, et al.
Published: (2025)
Automated Visualization Makeovers with LLMs
by: Gangwar, Siddharth, et al.
Published: (2025)
by: Gangwar, Siddharth, et al.
Published: (2025)
Let the foxes run free: Arresting bioethics' inward turn
by: Dominic Robin
Published: (2024)
by: Dominic Robin
Published: (2024)
Children's Expectations, Engagement, and Evaluation of an LLM-enabled Spherical Visualization Platform in the Classroom
by: Fälton, Emelie, et al.
Published: (2026)
by: Fälton, Emelie, et al.
Published: (2026)
‘Real time, real change’: the role of artificial intelligence in providing real‐time language translation services in regional medicine
by: Oliver Leslie, et al.
Published: (2026)
by: Oliver Leslie, et al.
Published: (2026)
Similar Items
-
Benchmarking the Pedagogical Knowledge of Large Language Models
by: Lelièvre, Maxime, et al.
Published: (2025) -
Could AI Leapfrog the Web? Evidence from Teachers in Sierra Leone
by: Björkegren, Daniel, et al.
Published: (2025) -
Are LLMs Useful in the Poorest Schools? TheTeacher.AI in Sierra Leone
by: Choi, Jun Ho, et al.
Published: (2023) -
Populismus und Mittelklasse
by: Boos, Tobias
Published: (2021) -
A new hot core in the outer Galaxy: Impact of metallicity on the formation of complex organic molecules
by: Wang, Youxin, et al.
Published: (2026)