A survey of 172 open educational datasets from 204 papers across LAK, EDM, and AIED conferences reveals trends, 143 previously uncatalogued datasets, field gaps, and an 8-item PRACTICE checklist for better data publication.
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KG-SoftMAP incorporates soft, confidence-weighted priors from a knowledge graph into MAP estimation for Bayesian network structure learning, recovering substantial directed structure from sparse discrete data where data-only methods recover none.
QLoRA-tuned Qwen3-8B is fine-tuned on synthetic Bangla-English data to semantically grade written answers, reporting RoRa 0.819 and human agreement rho 0.936.
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Open Datasets in Learning Analytics: Trends, Challenges, and Best PRACTICE
A survey of 172 open educational datasets from 204 papers across LAK, EDM, and AIED conferences reveals trends, 143 previously uncatalogued datasets, field gaps, and an 8-item PRACTICE checklist for better data publication.
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KG-SoftMAP: Soft Knowledge-Graph Priors for Bayesian Network Structure Learning from Sparse Discrete Data
KG-SoftMAP incorporates soft, confidence-weighted priors from a knowledge graph into MAP estimation for Bayesian network structure learning, recovering substantial directed structure from sparse discrete data where data-only methods recover none.
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Semantic Grading of Written Answers in Low-Resource Language Bangla Using a Fine-Tuned Lightweight Language Model
QLoRA-tuned Qwen3-8B is fine-tuned on synthetic Bangla-English data to semantically grade written answers, reporting RoRa 0.819 and human agreement rho 0.936.