Limited Structural Reliability in Public Educational Prediction Benchmarks: A Four-Dimension Audit of Seven Datasets

arXiv:2609.29625 · cs.LG · Submitted 2026-08-28 · Read on arXiv

cs.LG

Submitted: 2026-08-28

Updated: 2026-08-28

Code: https://github.com/zhanglizhuo/BehaviorAudit

Terminology

• Benchmark — 43× in this paper · explained in 2 episodes
• Generalization — 9× in this paper · explained in 13 episodes
• Accuracy — 7× in this paper · explained in 1 episode
• AUC — 6× in this paper · explained in 2 episodes
• Generalizability — 6× in this paper · explained in 6 episodes
• Regularization — 5× in this paper · explained in 3 episodes
• Ablation — 4× in this paper · explained in 1 episode
• Provenance — 4× in this paper · explained in 3 episodes
• Trace — 4× in this paper · explained in 2 episodes
• Robustness — 3× in this paper · explained in 5 episodes
• Distribution Shift — 2× in this paper · explained in 5 episodes
• Explainability — 2× in this paper · explained in 3 episodes
• Interpretability — 2× in this paper · explained in 15 episodes
• LLM-as-a-Judge — 2× in this paper · explained in 3 episodes
• Accountability — 1× in this paper · explained in 2 episodes
• Association for Computational Linguistics — 1× in this paper
• Benchmarking — 1× in this paper · explained in 3 episodes
• Calibration — 1× in this paper · explained in 7 episodes
• Consistency — 1× in this paper · explained in 3 episodes
• Core — 1× in this paper · explained in 2 episodes
• Failure Modes — 1× in this paper · explained in 3 episodes

Sources

• An Empirical Study of LLM-as-a-Judge for LLM Evaluation: Fine-tuned Judge Model is not a General Substitute for GPT-4

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