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Outcomes – Literacy
Research synthesis is AI-generated, human reviewed. Updated 09/2025.
Displaying 1 - 30 of 184
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
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
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
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. (01/2026). arXiv. https://arxiv.org/pdf/2601.19304v1
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
Auditing Student-Ai Collaboration: A Case Study Of Online Graduate Cs Students
Nifu Dan. (01/2026). arXiv. https://arxiv.org/pdf/2601.08697v2
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
Ai-Educational Development Loop (Ai-Edl): A Conceptual Framework To Bridge Ai Capabilities With Classical Educational Theories
Ning Yu, Jie Zhang, Sandeep Mitra, Rebecca Smith, Adam Rich. (01/2026). arXiv. https://arxiv.org/pdf/2508.00970v2
Content Vs. Form: What Drives The Writing Score Gap Across Socioeconomic Backgrounds? A Generated Panel Approach
Nadav Kunievsky, Pedro Pertusi. (01/2026). arXiv. https://arxiv.org/pdf/2601.03469v1
Stylometry Analysis Of Human And Machine Text For Academic Integrity
Hezam Albaqami, Muhammad Asif Ayub, Nasir Ahmad, Yaseen Ahmad, Mohammed M. Alqahtani, Abdullah M. Algamdi, Almoaid A. Owaidah, Kashif Ahmad. (01/2026). arXiv. https://arxiv.org/pdf/2601.01225v1
Your Brain On Chatgpt: Accumulation Of Cognitive Debt When Using An Ai Assistant For Essay Writing Task
Nataliya Kosmyna, Eugene Hauptmann, Ye Tong Yuan, Jessica Situ, Xian-Hao Liao, Ashly Vivian Beresnitzky, Iris Braunstein, Pattie Maes. (12/2025). arXiv. https://arxiv.org/pdf/2506.08872v2
Bridging Psychometric And Content Development Practices With Ai: A Community-Based Workflow For Augmenting Hawaiian Language Assessments
Pōhai Kūkea-Shultz, Frank Brockmann. (12/2025). arXiv. https://arxiv.org/pdf/2512.17140v1
Cyber Humanism In Education: Reclaiming Agency Through Ai And Learning Sciences
Giovanni Adorni. (12/2025). arXiv. https://arxiv.org/pdf/2512.16701v1
Teachers' Perspectives On Integrating Al Tools In Classrooms: Insights From The Philippines
Vanessa B. Sibug, Vicky P. Vital, John Paul P. Miranda, Emerson Q. Fernando, Almer B. Gamboa, Hilene E. Hernandez, Joseph Alexander Bansil, Elmer M. Penecilla, Dina D. Gonzales. (12/2025). arXiv. https://arxiv.org/pdf/2601.06043v1
Flora: An Advanced AI-Powered Engine To Facilitate Hybrid Human-AI Regulated Learning
Xinyu Li, Tongguang Li, Lixiang Yan, Yuheng Li, Linxuan Zhao, Mladen Rakovic, Inge Molenaar, Dragan Gasevic, Yizhou Fan. (12/2025). arXiv. https://arxiv.org/abs/2507.07362v3
Examining Student Interactions With A Pedagogical Ai-Assistant For Essay Writing And Their Impact On Students' Writing Quality
Wicaksono Febriantoro, Qi Zhou, Wannapon Suraworachet, Sahan Bulathwela, Andrea Gauthier, Eva Millan, Mutlu Cukurova. (12/2025). arXiv. https://arxiv.org/abs/2512.08596v1
Human Agency And Creativity In AI-Assisted Learning Environments
Yun Dai. (12/2025). arXiv. https://arxiv.org/abs/2512.07117v1
Exploring Teenagers' Trust In Al Chatbots: An Empirical Study Of Chinese Middle-School Students
Siyu Qiu, Anqi Lin, Shiya Wang, Xingyu Lan. (12/2025). arXiv. https://arxiv.org/abs/2512.06647v1
Kidspeak: A General Multi-Purpose LLM For Kids' Speech Recognition And Screening
Rohan Sharma, Dancheng Liu, Jingchen Sun, Shijie Zhou, Jiayu Qin, Jinjun Xiong, Changyou Chen. (12/2025). arXiv. https://arxiv.org/abs/2512.05994v1
Edueval: A Hierarchical Cognitive Benchmark For Evaluating Large Language Models In Chinese Education
Guoqing Ma, Jia Zhu, Hanghui Guo, Weijie Shi, Yue Cui, Jiawei Shen, Zilong Li, Yidan Liang. (11/2025). arXiv. https://arxiv.org/abs/2512.00290v1
Exploring Student Interactions With Ai-Powered Learning Tools: A Qualitative Study Connecting Interaction Patterns To Educational Learning Theories
Prathamesh Muzumdar, Sumanth Cheemalapati. (11/2025). arXiv. https://arxiv.org/abs/2512.00519v1
Rethinking Ai Evaluation Through Teach-Ai: A Human-Centered Benchmark And Toolkit For Evaluating Ai Assistants In Education
Shi Ding, Brian Magerko. (11/2025). arXiv. https://arxiv.org/abs/2512.04107v1
Feanel: A Benchmark For Fine-Grained Error Analysis In K-12 English Writing
Jingheng Ye, Shen Wang, Jiaqi Chen, Hebin Wang, Deqing Zou, Yanyu Zhu, Jiwei Tang, Hai-Tao Zheng, Ruitong Liu, Haoyang Li, Yanfeng Wang, Qingsong Wen. (11/2025). arXiv. https://arxiv.org/abs/2511.22883v1
Scaling Equitable Reflection Assessment In Education Via Large Language Models And Role-Based Feedback Agents
Chenyu Zhang, Xiaohang Luo. (11/2025). arXiv. https://arxiv.org/abs/2511.11772v2
Generating Reading Comprehension Exercises With Large Language Models For Educational Applications
Xingyu Huang, Fei Jiang, Jianli Xiao. (11/2025). arXiv. https://arxiv.org/abs/2511.18860v1
