Language Proficiency Assessment from Eye Movements in Naturalistic Passage Reading

arXiv:2608.30583 · cs.CL · Submitted 2026-08-31 · Read on arXiv

cs.CL

Submitted: 2026-08-31

Updated: 2026-08-31

Code: https://github.com/lacclab/ProficiencyAssessment-from-Eye-Movements

Terminology

Consistency — 7× in this paper · explained in 3 episodes
Trace — 5× in this paper · explained in 2 episodes
Benchmark — 4× in this paper · explained in 2 episodes
Robustness — 3× in this paper · explained in 5 episodes
First Fixation Duration — 2× in this paper
Gaze Duration — 2× in this paper
Go-Past Duration — 2× in this paper
Mean Absolute Error — 2× in this paper
Regression Probability — 2× in this paper
Regularization — 2× in this paper · explained in 3 episodes
Skip Rate — 2× in this paper
Total Fixation Duration — 2× in this paper
alpha — 2× in this paper · explained in 1 episode
Aggregation — 1× in this paper · explained in 1 episode
Cosine Similarity — 1× in this paper · explained in 3 episodes
Educational Testing Service — 1× in this paper
Generative AI — 1× in this paper · explained in 2 episodes
Predictive Modeling — 1× in this paper · explained in 2 episodes
Test of Word Reading Efficiency — 1× in this paper

Sources

TabPFN-3: Technical Report

Related papers