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PhDs, MDs, JDs, and certified professionals recruited, verified, and onboarded for domain-specific RLHF tasks. É«µ¼º½'s expert sourcing process goes beyond credential checking to domain assessment, ensuring contributors can actually evaluate the outputs they are reviewing, not just confirm they hold the relevant qualification.

Side-by-side response comparison with structured justification, capturing not just which response is preferred but why. Detailed preference rationales provide richer reward signal than binary comparisons alone, and enable rubric refinement as your model improves.

Expert review of complete multi-turn dialogue sequences, assessing coherence, accuracy, and appropriate domain depth across the full conversation context. Critical for training models that maintain professional quality across extended expert interactions, not just single-turn responses.