Papers by Md Mushfiqur Rahman
Dialectal Toxicity Detection: Evaluating LLM-as-a-Judge Consistency Across Language Varieties (2025.findings-emnlp)
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| Challenge: | toxicity detection of modern LLMs is underexplored due to dialectal differences. |
| Approach: | They evaluate toxicity detection by using LLMs as evaluators across diverse dialects . they create a multi-dialect dataset using synthetic transformations and human-assisted translations based on human-aided translations. |
| Outcome: | The proposed model shows that LLMs are sensitive to dialectal shifts and low-resource multilingual variation. |