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Author

János Tóth

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Conference Aug 2026

L1-Aware Grammatical Error Correction for ESL Writing: Performance–Disparity Trade-Offs

Grammatical error correction (GEC) systems for learner English are usually trained as general-purpose models and rarely account for the writer's first language (L1), although L1 influences error patterns and may affect correction quality. To address this, this paper investigates whether lightweight L1 conditioning impr...

А. Т. Валиева, János Tóth · 0 citations
Conference Aug 2026

Robustness of Retinal Vessel Segmentation to Image Quality Degradations

Retinal vessel segmentation is essential for automated fundus image analysis, but its reliability depends strongly on image quality. Because benchmark datasets contain mostly high-quality images, the robustness of vessel segmentation methods under realistic degradations remains insufficiently characterized. We investig...

János Tóth · 0 citations

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