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Create and review realistic government scenarios in Assamese or English for AI benchmarking, adapt evaluation rubrics, assess AI and human responses for accuracy, compliance, cultural appropriateness, and produce gold-standard solutions reflecting public sector best practices.

Create and review realistic, language-specific financial scenarios and scoring rubrics to evaluate AI outputs. Score submissions for accuracy, regulatory alignment, and professional quality, and produce gold-standard solutions in the target language.

Create and review realistic, India-focused financial tasks in the target language to evaluate AI systems. Apply scoring rubrics, score submissions for accuracy and regulatory alignment, and produce gold-standard solutions and expert feedback.

Create and review Assamese-language, India-specific financial scenarios and scoring rubrics to evaluate AI systems. Score submissions for accuracy, regulatory alignment and professional quality, provide expert feedback, and produce gold-standard solutions reflecting Indian finance practices and regulations.

Create realistic Tamil-language finance tasks reflecting Indian practices; apply scoring rubrics to evaluate AI and human responses; review and score submissions for accuracy, regulatory alignment, and professional quality; provide expert feedback and author gold-standard solutions to benchmark AI performance in India-specific financial contexts.

Design and review realistic government scenarios in Gujarati or English for AI benchmarking; adapt evaluation rubrics; assess AI and human responses for factual accuracy, compliance, cultural appropriateness, and operational realism; contribute gold-standard solutions reflecting public sector best practices.

Create and review realistic Urdu-language financial scenarios reflecting Indian finance practices; apply scoring rubrics to evaluate AI and human responses; score submissions for accuracy, regulatory alignment, and professional quality; provide expert feedback and produce gold-standard solutions for AI benchmarking.

Create and review realistic Nepali-language finance scenarios reflecting Indian practices; score AI and human responses using rubrics for accuracy and regulatory alignment; produce gold-standard solutions and provide expert feedback on submissions.

Manage multilingual data collection and Large Language Model evaluation projects, ensuring quality assurance and effective global team coordination.

Perform human review and annotation tasks to train and evaluate AI: assess prompts and outputs, correct text, analyze multimedia, record voice samples, and provide structured annotations and culturally informed feedback following guidelines.