2 papers
cs.CL2026
Larger Context Window, Fewer Overcorrections: Optimizing Prompts and Batching for Minimal-Edit Grammatical Error Correction
Kateryna Karpo, Artem Chernodub
Minimal-edit Grammatical Error Correction (GEC) is a challenging task for zero- and few-shot prompted Large Language Models (LLMs), which systematically overcorrect and degrade $F_…
cs.CL2026
How Far Can Prompting Go for Minimal-Edit Ukrainian Grammatical Error Correction?
Kateryna Karpo, Artem Chernodub
Fine-tuned Large Language Models (LLMs) dominate in Ukrainian grammatical error correction (GEC), while API-accessed LLMs remain nearly untested on minimal-edit benchmarks. We eval…