AI & ML interests

Training data, AI evaluation, speech, multimodal, RLHF, agent evaluation

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YPAI

YPAI produces training data and evaluates AI models, agents, RAG, speech and multimodal systems. A network of 50,000 contributors, specialist human review and advanced automation work in one platform, YPAI Collect.

AI Training Data. Qualified speakers, annotators and domain experts produce speech, multimodal data, demonstrations, preferences and agent tasks, with calibration, independent review and adjudication. Datasets are delivered model-ready, with per-item Data Assurance Records, machine-readable rights, reproducible splits, lineage and signed manifests.

AI Evaluation. Blind comparisons produce preference judgments and reusable human reference sets, and automated judges are calibrated against human reference judgments. Results are delivered as example-level judgments and structured CSV or JSONL.

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