Towards Automated Lexicography: Generating and Evaluating Definitions for Learner's Dictionaries

arXiv:2601.01842 · cs.CL · Submitted 2026-01-05 · Read on arXiv

cs.CL

Submitted: 2026-01-05

Updated: 2026-09-25

Code: https://github.com/prometheus-eval/prometheus-eval

Terminology

• Embeddings — 7× in this paper · explained in 2 episodes
• LLM-as-a-Judge — 7× in this paper · explained in 3 episodes
• Adam — 4× in this paper · explained in 2 episodes
• Accuracy — 1× in this paper · explained in 1 episode
• Adaptation — 1× in this paper · explained in 1 episode
• Cognitive Load — 1× in this paper · explained in 2 episodes
• Consistency — 1× in this paper · explained in 3 episodes
• Generative AI — 1× in this paper · explained in 2 episodes
• Quantization — 1× in this paper · explained in 12 episodes

Sources

• LLM-based Text Simplification and its Effect on User Comprehension and Cognitive Load
• The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
• Qwen3 Technical Report

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