Structured entity extraction and outcome

Structured entity extraction and outcome classification on materials science experiment descriptions. Extracted fields include experiment ID, materials, quantities, equipment, process conditions, characterization methods, and outcomes, tagged directly on the source text. Overall experiment outcome (success/partial/failed) classified from the full passage context. This demonstrates our approach to domain specific text annotation where accurate labeling requires understanding technical terminology and process sequences. Every batch reviewed by our QA lead before delivery