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The study investigates whether hallucination detection probes trained on monolingual text transfer to Hinglish, finding robust performance and higher hallucination rates in Hindi and Hinglish compared to English.
A developer documents building an open-source Hinglish text-to-speech system that outperforms existing models by fixing upstream inference bugs and adding a lightweight preprocessing wrapper, achieving high quality without training or GPU resources.