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Author

Kavindu Warnakulasuriya

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#natural language process... Preprint Aug 2026

Confident but Wrong: A Constrained Decoding Diagnostic for Low-Resource Automatic Post-Editing

A black-box, inference-time diagnostic that tells these two cases apart without retraining or annotation is introduced, with the pattern holding on English-Marathi and English-Tamil, with the failure modes tracking the post-edit distribution rather than MT quality or language family.

Isuru Wijesiri, Nisansa de Silva, Kavindu Warnakulasuriya et al. · 0 citations
#natural language process... Preprint Aug 2026

EnSiTa - A Trilingual Multi-Domain Parallel Dataset and Benchmark for Domain-Specific Machine Translation

EnSiTa is presented, a trilingual multi-domain parallel dataset and benchmark for English, Sinhala and Tamil, and is the most extensive systematically documented multi-domain parallel data creation and benchmarking effort for low-resource MT.

Surangika Ranathunga, Nisansa de Silva, Aloka Fernando et al. · 1 citation · ⚡1

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