Outcomes – Literacy
Research synthesis is AI-generated, human reviewed. Updated 09/2025.
Displaying 1 - 30 of 203
Generative AI Technologies And Educational Outcomes: A Comprehensive Meta-Analysis Comparing Traditional And AI-Driven Approaches
Ying Dong. (03/2026). Humanities and Social Sciences Communications. https://www.nature.com/articles/s41599-026-06903-y
The Economics Of Algorithmic Personalization: Evidence From An Educational Technology Platform
Keshav Agrawal, Susan Athey, Ayush Kanodia, Shanjukta Nath, Emil Palikot. (03/2026). NBER. https://www.nber.org/papers/w34950
Bridge The Gap: Mitigating Bias Amplification In Automated Scoring Of English Language Learners Via Inter-Group Data Augmentation
Yun Wang, Xuansheng Wu, Jingyuan Huang, Lei Liu, Xiaoming Zhai, and Ninghao Liu. (02/2026). arXiv. https://arxiv.org/pdf/2602.23580v1
Voice-Based Chatbots For English Speaking Practice In Multilingual Low-Resource Indian Schools: A Multi-Stakeholder Study
Sneha Shashidhara, Vivienne Bihe Chi, Abhay P Singh, Lyle Ungar, Sharath Chandra Guntuku. (02/2026). arXiv. https://arxiv.org/pdf/2601.19304v2
Transforming Science Learning Materials In The Era Of Artificial Intelligence
Xiaoming Zhai, Kent Crippen. (02/2026). arXiv. https://arxiv.org/pdf/2602.18470v2
Identifying, Explaining, And Correcting Ableist Language With AI
Kynnedy Simone Smith, Lydia B Chilton, Danielle Bragg. (02/2026). arXiv. https://arxiv.org/pdf/2602.19560v1
Auditing Student-Ai Collaboration: A Case Study Of Online Graduate CS Students
Nifu Dan. (02/2026). arXiv. https://arxiv.org/pdf/2601.08697v3
Virena: Virtual Arena For Research, Education, And Democratic Innovation
Emma Hoest, K. Jonathan Kluser, Fabrizio Gilardi. (02/2026). arXiv. https://arxiv.org/pdf/2602.12207v2
"Everyone's using it, but no one is allowed to talk about it": College Students’ Experiences Navigating the Higher Education Environment in a Generative AI World
YUE FU, YIFAN LIN, JESSICA WANG, SARAH TRAN, ALEXIS HINIKER. (02/2026). arXiv. https://arxiv.org/pdf/2602.17720v1
Search In Transition: A Study Of University Students' Perspectives On Using Llms And Traditional Search Engines In English Test Problem Solving For Higher Study
Tarek Rahman, Md Shaharia Hossen, Mark Protik Mondol, Jannatun Noor Mukta. (02/2026). arXiv. https://arxiv.org/pdf/2602.13629v2
iRuler: Intelligible Rubric-Based User-Defined Llm Evaluation For Revision
Jingwen Bai, Wei Soon Cheong, Philippe Muller, Brian Y Lim. (02/2026). arXiv. https://arxiv.org/pdf/2602.12779v1
Efficiency Without Cognitive Change: Evidence From Human Interaction With Narrow AI Systems
María Angélica Benítez, Rocío Candela Ceballos, Karina Del Valle, Mundo Araujo Sofía, Sofía Evangelina Victorio Villaroel, Nadia Justel. (02/2026). arXiv. https://arxiv.org/pdf/2510.24893v2
Beyond End-To-End Video Models: An Llm-Based Multi-Agent System For Educational Video Generation
Lingyong Yan, Jiulong Wu, Dong Xie, Weixian Shi, Deguo Xia, Jizhou Huang. (02/2026). arXiv. https://arxiv.org/pdf/2602.11790v1
Integrating Generative AI-Enhanced Cognitive Systems In Higher Education: From Stakeholder Perceptions To A Conceptual Framework Considering The Eu AI Act
Da-Lun Chen, Prasasthy Balasubramanian, Lauri Loven, Susanna Pirttikangas, Jaakko Sauvola, Panagiotis Kostakos. (02/2026). arXiv. https://arxiv.org/pdf/2602.10802v1
Do Teachers Dream Of Genai Widening Educational (In)Equality? Envisioning The Future Of K-12 Genai Education From Global Teachers' Perspectives
Ruiwei Xiao, Qing Xiao, Xinying Hou, Phenyo Phemelo Moletsane, Hanqi Jane Li, Hong Shen, John Stamper. (02/2026). arXiv. https://arxiv.org/pdf/2509.10782v4
Kahaani: A Multimodal Co-Creative Storytelling System
Samee Arif, Muhammad Saad Haroon, Aamina Jamal Khan, Taimoor Arif, Agha Ali Raza, Awais Athar. (02/2026). arXiv. https://arxiv.org/pdf/2409.11261v6
Llm Agents For Education: Advances And Applications
Zhendong Chu, Shen Wang, Jian Xie, Tinghui Zhu, Yibo Yan, Jinheng Ye, Aoxiao Zhong, Xuming Hu, Jing Liang, Philip S. Yu, Qingsong Wen. (02/2026). arXiv. https://arxiv.org/pdf/2503.11733v2
Beyond Holistic Scores: Automatic Trait-Based Quality Scoring Of Argumentative Essays
Lucile Favero, Juan Antonio Perez-Ortiz, Tanja Kaser, Nuria Oliver. (02/2026). arXiv. https://arxiv.org/pdf/2602.04604v1
From Crafting Text To Crafting Thought: Grounding AI Writing Support To Writing Center Pedagogy
Yijun Liu, John Gallagher, Sarah Sterman, Tal August. (02/2026). arXiv. https://arxiv.org/pdf/2602.04047v1
Dynamic Framework For Collaborative Learning: Leveraging Advanced Llm With Adaptive Feedback Mechanisms
Hassam Tahir, Faizan Faisal, Fady Alnajjar, Muhammad Imran Taj, Lucia Gordon, Aila Khan, Michael Lwin, Omar Mubin. (01/2026). arXiv. https://arxiv.org/pdf/2601.21344v1
A Comprehensive Exploration Of Personalized Learning In Smart Education: From Student Modeling To Personalized Recommendations
Siyu Wu, Yang Cao, Runze Li, Jiajun Cui, Hong Qian, Bo Jiang, Wei Zhang. (01/2026). arXiv. https://arxiv.org/pdf/2402.01666v2
Do Teachers Dream Of Genai Widening Educational (In)Equality? Envisioning The Future Of K-12 Genai Education From Global Teachers' Perspectives
Ruiwei Xiao, Qing Xiao, Xinying Hou, Phenyo Phemelo Moletsane, Hanqi Jane Li, Hong Shen, John Stamper. (01/2026). arXiv. https://arxiv.org/pdf/2509.10782v2
On The Effectiveness Of Llm-Specific Fine-Tuning For Detecting Ai-Generated Text
Michał Gromadzki, Anna Wróblewska, Agnieszka Kaliska. (01/2026). arXiv. https://arxiv.org/pdf/2601.20006v1
Evolution Of Al In Education: Agentic Workflows
Firuz Kamalov, David Santandreu Calonge, Linda Smail, Dilshod Azizov, Dimple R. Thadani, Theresa Kwong, Amara Atif. (01/2026). arXiv. https://arxiv.org/pdf/2504.20082v2
Machine-Assisted Grading Of Nationwide School-Leaving Essay Exams With Llms And Statistical Nlp
Andres Karjus, Kais Allkivi, Silvia Maine, Katarin Leppik, Krister Kruusmaa, Merilin Aruvee. (01/2026). arXiv. https://arxiv.org/pdf/2601.16314v1
Llm Prompt Evaluation For Educational Applications
Langdon Holmes, Adam Coscia, Scott Crossley, Joon Suh Choi, and Wesley Morris. (01/2026). arXiv. https://arxiv.org/pdf/2601.16134v1
How Students (Really) Use Chatgpt: Uncovering Experiences Among Undergraduate Students
TAWFIQ AMMARI, MEILUN CHEN, S M MEHEDI ZAMAN, KIRAN GARIMELLA. (01/2026). arXiv. https://arxiv.org/pdf/2505.24126v4
Eduthink4Ai: Bridging Educational Critical Thinking And Multi-Agent Llm Systems
Xinmeng Hou, Ziting Chang, Zhouquan Lu, Chen Wenli, Liang Wan, Wei Feng, Hai Hu, and Qing Guo. (01/2026). arXiv. https://arxiv.org/pdf/2507.15015v2
Pats: Personality-Aware Teaching Strategies With Large Language Model Tutors
Donya Rooein, Sankalan Pal Chowdhury, Mariia Eremeeva, Yuan Qin, Debora Nozza, Mrinmaya Sachan, Dirk Hovy. (01/2026). arXiv. https://arxiv.org/pdf/2601.08402v1
