- Annotate user queries sequentially within each session while considering previous queries and responses to maintain conversational continuity and context.
- Translate corrected user queries into transparent and grammatically accurate English while preserving the original meaning and intent.
- Rephrase user queries into complete standalone English queries using the current query, chat history, and available metadata for effective answer generation.
- Identify and map crops mentioned in queries to the standardized crop list and assign the appropriate advisory category based on query intent and context.
- Ensure consistency, accuracy, completeness, and adherence to project annotation guidelines, SOPs, confidentiality, and quality standards.
- Review annotated sessions to validate translations, rephrased queries, crop mapping, advisory category mapping, and contextual understanding incorporated during annotation.
- Identify inconsistencies, ambiguities, missing information, annotation errors, and potential biases,



and provide corrective feedback to improve annotation quality and dataset reliability.
- Ensure standardized interpretation and uniformity across the dataset, with each session handled by a single annotator and independently reviewed for quality assurance.
- Validate agricultural advisories, pest management protocols, and crop-related recommendations against established agronomic literature and extension advisories.
- Create and maintain high-quality ground-truth datasets, document evaluation decisions, and follow standardized evaluation protocols.
- Evaluate AI-generated responses for accuracy, relevance, completeness, and alignment with recommended agricultural practices.
- Identify incorrect, incomplete, or misleading AI responses, flag knowledge gaps, and provide structured feedback to support model refinement and improvement.
- Participate in calibration and review discussions to maintain evaluation consistency and support continuous enhancement of the AI sys

📌 Data Coordinator (India)
🏢 Wadhwani AI LEHS
📍 India