An Analysis of Language Frequency and Error Correction for Esperanto

arXiv:2402.09696 · cs.CL · Submitted 2026-08-17 · Read on arXiv

Junhong Liang

cs.CL

Submitted: 2026-08-17

Updated: 2026-08-19

Comments: Data is now available at: https://github.com/Skywalker-Harrison/Eo-GEC

Code: https://github.com/chrisjbryant/errant

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Part of Speech — 11× in this paper
• Low-Resource Languages — 6× in this paper · explained in 4 episodes
• Alignment — 3× in this paper · explained in 1 episode
• Current Grammar Error Correction — 3× in this paper
• Large Language Models (LLMs) — 2× in this paper · explained in 6 episodes
• Natural Language Processing — 2× in this paper
• Accuracy — 1× in this paper · explained in 1 episode
• Consistency — 1× in this paper · explained in 3 episodes
• Fine-Tuning — 1× in this paper · explained in 5 episodes
• Robustness — 1× in this paper · explained in 5 episodes

Sources

• Punctuation effects in English and Esperanto texts
• Using Multiple Subwords to Improve English-Esperanto Automated Literary Translation Quality
• Word Translation Without Parallel Data
• BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension
• GECToR -- Grammatical Error Correction: Tag, Not Rewrite
• GEE! Grammar Error Explanation with Large Language Models

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